We are happy to share our data with other researchers. Please refer to the respective publication when using this data.
Deformable Shape Tracking Datasets
Shape Priors in Variational Image Segmentation: Convexity, Lipschitz Continuity and Globally Optimal Solutions
Training data cvpr08_train.zip | |
Test data cvpr08_test.zip |
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Books | Book Chapters | Journal Articles | Preprints | Conference and Workshop Papers | PhD Thesis | Technical Reports | Other Publications | inproceedings | article
Books
2014
[] Computer Vision: ACCV 2014 , Springer, volume 9003-9007, 2014.
2013
[] Special Issue: Energy Optimization Methods , Springer, volume 104, 2013.
[] Approaches to Probabilistic Model Learning for Mobile Manipulation Robots , Springer, 2013.
2011
[] Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR) , Springer, volume 5681, 2011.
[] Stereoscopic Scene Flow for 3D Motion Analysis , Springer, 2011.
2010
[] Video Processing and Computational Video , Springer, volume 7082, 2010.
2009
[] Statistical and Geometrical Approaches to Visual Motion Analysis , Springer, volume 5604, 2009.
[] Energy Minimization Methods for Computer Vision and Pattern Recognition (EMMCVPR) , Springer, volume 5681, 2009.
2007
[] Energy Minimization Methods for Computer Vision and Pattern Recognition (EMMCVPR) , Springer, volume 4679, 2007.
Books | Book Chapters | Journal Articles | Preprints | Conference and Workshop Papers | PhD Thesis | Technical Reports | Other Publications | inproceedings | article
Book Chapters
2020
[] TUM Flyers: Vision—Based MAV Navigation for Systematic Inspection of Structures , Chapter in Bringing Innovative Robotic Technologies from Research Labs to Industrial End-users (F. Caccavale, C. Ott, B. Winkler, Z. Taylor, eds.), Springer International Publishing, 2020.
[] On the Well-Posedness of Uncalibrated Photometric Stereo Under General Lighting , Chapter in (JD Durou, M Falcone, Y Quéau, S Tozza, eds.), Springer International Publishing, 2020.
[] RGB-D Vision , Chapter in Encyclopedia of Robotics (M.H. Ang, O. Khatib, B. Siciliano, eds.), Springer Berlin Heidelberg, 2020.
2019
[] A Review and Quantitative Evaluation of Direct Visual–Inertial Odometry , Chapter in Multimodal Scene Understanding (M. Yang, B. Rosenhahn, V. Murino, eds.), Academic Press, 2019.
2018
[] Image Denoising — Old and New , Chapter in (M Bertalmío, ed.), Springer International Publishing, 2018.
2016
[] Applying Random Forests to the Problem of Dense Non-rigid Shape Correspondence , Chapter in Perspectives in Shape Analysis, Springer, 2016.
2015
[] Holistic Image Reconstruction for Diffusion MRI , Chapter in Computational Diffusion MRI, Springer, 2015.
Book Chapter, and Oral Presentation at MICCAI 2015 Workshop on Computational Diffusion MRI [] Perception of Deformable Objects and Compliant Manipulation for Service Robots , Chapter in Soft Robotics: From Theory to Applications (A. ASO. BA. R A. Verl, ed.), Springer, 2015. (to appear)
[] Skeleton-Based Recognition of Shapes in Images via Longest Path Matching , Chapter in Research in Shape Modeling, Springer International Publishing, volume 1, 2015.
[] Image Segmentation with Shape Priors: Explicit Versus Implicit Representations , Chapter in Handbook of Mathematical Methods in Imaging (O. Scherzer, ed.), Springer, 2015.
2014
[] Active Recognition and Manipulation for Mobile Robot Bin Picking , Chapter in Gearing Up and Accelerating Cross‐fertilization between Academic and Industrial Robotics Research in Europe: Technology Transfer Experiments from the ECHORD Project, Springer, 2014.
[] Increasing Flexibility of Mobile Manipulation and Intuitive Human-Robot Interaction in RoboCup@Home , Chapter in RoboCup 2013, Robot Soccer World Cup XVII, Springer, 2014.
[] Joint Super-Resolution Using Only One Anisotropic Low-Resolution Image per q-Space Coordinate , Chapter in Computational Diffusion MRI, Springer, 2014.
Book Chapter, and Oral Presentation at MICCAI 2014 Workshop on Computational Diffusion MRI
2013
[] NimbRo@Home: Winning Team of the RoboCup@Home Competition 2012 , Chapter in RoboCup 2012, Robot Soccer World Cup XVI, Springer, 2013.
[] A Game-Theoretic Approach to Pairwise Clustering and Matching , Chapter in Similarity-Based Pattern Analysis and Recognition, Springer, 2013.
[] Moment Constraints in Convex Optimization for Segmentation and Tracking , Chapter in Advanced Topics in Computer Vision, Springer, 2013.
2012
[] Towards Robust Mobility, Flexible Object Manipulation, and Intuitive Multimodal Interaction for Domestic Service Robots , Chapter in RoboCup 2011, Robot Soccer World Cup XV, Springer, 2012.
[] Awareness of Road Scene Participants for Autonomous Driving , Chapter in Handbook of Intelligent Vehicles, Springer, 2012.
[] A Sequential Monte Carlo Method for Multi-Target Tracking with the Intensity Filter , Chapter in Advances in Intelligent Signal Processing and Data Mining, Springer-Verlag Berlin Heidelberg, 2012.
[] Body Schema Learning , Chapter in Towards Service Robots for Everyday Environments, Springer Berlin/Heidelberg, 2012.
2011
[] Image Segmentation with Shape Priors: Explicit Versus Implicit Representations , Chapter in Handbook of Mathematical Methods in Imaging, Springer, 2011.
[] Convex Relaxation Techniques for Segmentation, Stereo and Multiview Reconstruction , Chapter in Markov Random Fields for Vision and Image Processing, MIT Press, 2011.
2010
[] An Introduction to Total Variation for Image Analysis , Chapter in Theoretical Foundations and Numerical Methods for Sparse Recovery, De Gruyter, 2010.
2007
[] Efficient kernel density estimation of shape and intensity priors for level set segmentation , Chapter in Parametric and Geometric Deformable Models: An application in Biomaterials and Medical Imagery (J. S. Suri, A. Farag, eds.), Springer, 2007.
[] Tracking clothed people , Chapter in Human Motion - Understanding, Modeling, Capture, and Animation, Springer, 2007.
[] Contours, optic flow, and prior knowledge: cues for capturing 3D human motion in videos , Chapter in Human Motion - Understanding, Modeling, Capture, and Animation, Springer, 2007.
2006
[] Diffusion filters and wavelets: What can they learn from each other? , Chapter in Handbook of Mathematical Models in Computer Vision (N. Paragios, Y. Chen, O. Faugeras, eds.), Springer, 2006.
[] PDEs for tensor image processing , Chapter in Visualization and Processing of Tensor Fields (J. Weickert, H. Hagen, eds.), Springer, 2006.
[] A survey on variational optic flow methods for small displacements , Chapter in Mathematical Models for Registration and Applications to Medical Imaging (O. Scherzer, ed.), Springer, volume 10, 2006.
[] Integral Invariants and Shape Matching , Chapter in Statistical analysis of shapes (modeling and simulation in science, engineering and technology), Birkhauser, 2006.
[] Probabilistic kernel PCA and its application to statistical shape modeling and inference , Chapter in Kernel Methods in Bioengineering, Signal and Image Processing (G. CVet al., ed.), Idea Group Inc., 2006.
[] Adaptive structure tensors and their applications , Chapter in Visualization and Processing of Tensor Fields (J. Weickert, H. Hagen, eds.), Springer, 2006.
2005
[] Variational segmentation with shape priors , Chapter in Handbook of Mathematical Models in Computer Vision (Y. CO. F N. Paragios, ed.), Springer, 2005.
Books | Book Chapters | Journal Articles | Preprints | Conference and Workshop Papers | PhD Thesis | Technical Reports | Other Publications | inproceedings | article
Journal Articles
2024
[] HI-SLAM: Monocular Real-Time Dense Mapping With Hybrid Implicit Fields , In IEEE Robotics and Automation Letters (RAL) & Int. Conference on Intelligent Robots and Systems (IROS), volume 9, 2024.
Oral Presentation [] MaskBit: Embedding-free Image Generation via Bit Tokens , In arXiv:2409.16211, 2024. ([project page])
[] Multi-vehicle trajectory prediction and control at intersections using state and intention information , In Neurocomputing, Elsevier, 2024. ([link][project page][code][pre-print])
2023
[] Uncertainty-driven dense two-view structure from motion , In IEEE Robotics and Automation Letters (RA-L) and IROS 2023, IEEE, volume 8, 2023.
[] Semantic Self-adaptation: Enhancing Generalization with a Single Sample , In Transactions on Machine Learning Research (TMLR), 2023.
[] Robust Autonomous Vehicle Pursuit without Expert Steering Labels , In IEEE Robotics and Automation Letters (RA-L), volume 8, 2023. ([arXiv][code])
[] Learning vision based autonomous lateral vehicle control without supervision , In Applied Intelligence, Springer, 2023. ([paper][github])
[] E-nerf: Neural radiance fields from a moving event camera , In IEEE Robotics and Automation Letters, IEEE, volume 8, 2023. ([project page])
2022
[] Exploring Novel Algorithms for Atrial Fibrillation Detection by Driving Graduate Level Education in Medical Machine Learning , In Physiological Measurement, IOP Publishing, volume 43, 2022.
[] Yeast cell segmentation in microstructured environments with deep learning , In Biosystems, Elsevier, volume 211, 2022.
[] Deep Learning in Attosecond Metrology , In Optics Express, OSA, volume 30, 2022.
Editor's Pick [] DM-VIO: Delayed Marginalization Visual-Inertial Odometry , In IEEE Robotics and Automation Letters (RA-L) & International Conference on Robotics and Automation (ICRA), volume 7, 2022. ([arXiv][video][project page][supplementary][code])
[] A Cutting-Plane Method for Sublabel-Accurate Relaxation of Problems with Product Label Spaces , In International Journal of Computer Vision (IJCV), 2022. ([code])
[] Lifting the Convex Conjugate in Lagrangian Relaxations: A Tractable Approach for Continuous Markov Random Fields , In SIAM J. Imaging Sci., volume 15, 2022.
2020
[] Dirac equation on a square waveguide lattice with site-dependent coupling strengths and the gravitational Aharonov-Bohm effect , In Physical Review A, volume 102, 2020.
[] Accelerating in vivo fast spin echo high angular resolution diffusion imaging with an isotropic resolution in mice through compressed sensing , In Magnetic Resonance in Medicine, volume 85, 2020.
[] ARDEA—An MAV with skills for future planetary missions , In Journal of Field Robotics (JFR), 2020.
[] Relocalization With Submaps: Multi-Session Mapping for Planetary Rovers Equipped With Stereo Cameras , In IEEE Robotics and Automation Letters, volume 5, 2020.
[] From Planes to Corners: Multi-Purpose Primitive Detection in Unorganized 3D Point Clouds , In IEEE Robotics and Automation Letters (RA-L) & International Conference on Robotics and Automation (ICRA), volume 5, 2020.
[] GN-Net: The Gauss-Newton Loss for Multi-Weather Relocalization , In IEEE Robotics and Automation Letters (RA-L), volume 5, 2020. ([arXiv][video][project page][supplementary])
[] Visual-Inertial Mapping with Non-Linear Factor Recovery , In IEEE Robotics and Automation Letters (RA-L) & Int. Conference on Intelligent Robotics and Automation (ICRA), IEEE, volume 5, 2020. ([arxiv])
[] Photometric Depth Super-Resolution , In IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), volume 42, 2020. ([supp] [project page])
[] Bregman Proximal Mappings and Bregman-Moreau Envelopes under Relative Prox-Regularity , In Journal of Optimization Theory and Applications, volume 184, 2020.
2019
[] Augmented Autoencoders: Implicit 3D Orientation Learning for 6D Object Detection , In International Journal of Computer Vision, 2019.
[] Efficient Deep Network Architectures for Fast Chest X-Ray Tuberculosis Screening and Visualization , In Scientific Reports, volume 9, 2019.
[] A Non-invasive 3D Body Scanner and Software Tool towards Analysis of Scoliosis , In BioMed Research International (BMRI), 2019. ([pdf])
[] A Region-based Gauss-Newton Approach to Real-Time Monocular Multiple Object Tracking , In IEEE Transactions on Pattern Analysis and Machine Intelligence, volume 41, 2019.
[] Functional Maps Representation on Product Manifolds , In Computer Graphics Forum, volume 38, 2019. ((Presented at Symposium on Geometry Processing (SGP)) [arxiv])
[] Video Object Segmentation without Temporal Information , In IEEE Trans. Pattern Anal. Mach. Intell., volume 41, 2019.
2018
[] Lagrangian Transport Through Surfacesin Compressible Flows , In SIAM Journal on Applied Dynamical Systems, SIAM Journal on Applied Mathematics, volume 17, 2018.
[] Detailed Dense Inference with Convolutional Neural Networks via Discrete Wavelet Transform , In , 2018. ([arxiv])
[] Omnidirectional DSO: Direct Sparse Odometry with Fisheye Cameras , In IEEE Robotics and Automation Letters & Int. Conference on Intelligent Robots and Systems (IROS), IEEE, 2018. ([arxiv])
[] What Makes Good Synthetic Training Data for Learning Disparity and Optical Flow Estimation? , In , volume 41, 2018. (arxiv)
[] Online Photometric Calibration of Auto Exposure Video for Realtime Visual Odometry and SLAM , In IEEE Robotics and Automation Letters (RA-L), volume 3, 2018. (This paper was also selected by ICRA'18 for presentation at the conference.[arxiv][video][code][project])
ICRA'18 Best Vision Paper Award - Finalist [] Variational Reflectance Estimation from Multi-view Images , In Journal of Mathematical Imaging and Vision, volume 60, 2018. ([arxiv])
[] The homotopy method revisited: Computing solution paths of L1-regularized problems , In Math. Comput., volume 87, 2018.
[] Variational Methods for Normal Integration , In Journal of Mathematical Imaging and Vision, volume 60, 2018. ([arxiv],[codes])
[] Normal Integration: A Survey , In Journal of Mathematical Imaging and Vision, volume 60, 2018. ([arxiv],[codes])
[] LED-based Photometric Stereo: Modeling, Calibration and Numerical Solution , In Journal of Mathematical Imaging and Vision, volume 60, 2018. ([arxiv],[codes])
[] Challenges in Monocular Visual Odometry: Photometric Calibration, Motion Bias and Rolling Shutter Effect , In In IEEE Robotics and Automation Letters (RA-L) & Int. Conference on Intelligent Robots and Systems (IROS), volume 3, 2018. ([arxiv])
[] Direct Sparse Odometry , In IEEE Transactions on Pattern Analysis and Machine Intelligence, 2018.
2017
[] Regularized Pointwise Map Recovery from Functional Correspondence , In Comput. Graph. Forum, volume 36, 2017.
[] Tau Like Proteins Reduce Torque Generation in Microtubule Bundles , In Biophysical Journal, Elsevier, volume 112, 2017.
[] Genetic defects in ß-spectrin and tau sensitize C. elegans axons to movement-induced damage via torque-tension coupling , In eLife, eLife Sciences Publications Limited, volume 6, 2017.
[] Fast and accurate surface normal integration on non-rectangular domains , In Computational Visual Media, volume 3, 2017.
[] Photometric Stereo with Only Two Images: A Theoretical Study and Numerical Resolution , In Image and Vision Computing, volume 57, 2017.
Editor's choice [] Consistent Partial Matching of Shape Collections via Sparse Modeling , In Computer Graphics Forum, Wiley, volume 36, 2017.
[] Partial Functional Correspondence , In Computer Graphics Forum, Wiley, volume 36, 2017.
[] Computer Vision für 3-D-Rekonstruktion - Vom Nischenthema zum Mainstream , In Informatik Spektrum, volume 40, 2017.
[] Sequential Convex Programming for Computing Information-Theoretic Minimal Partitions: Nonconvex Nonsmooth Optimization , In SIAM J. Imaging Sci., volume 10, 2017.
[] Deep Learning for Computer Vision (Dagstuhl Seminar 17391) , In Dagstuhl Reports, volume 7, 2017.
[] Spatially Regularized Fusion of Multiresolution Digital Surface Models , In IEEE Trans. Geosci. Remote. Sens., volume 55, 2017.
2016
[] Dirac equation in 2-dimensional curved spacetime, particle creation, and coupled waveguide arrays , In Annals of Physics, volume 374, 2016.
[] A Single-Lobe Photometric Stereo Approach for Heterogeneous Material , In SIAM Journal on Imaging Sciences, volume 9, 2016.
[] White Matter MS-Lesion Segmentation Using a Geometric Brain Model , In IEEE Transactions on Medical Imaging, volume 35, 2016.
[] Non-Rigid Puzzles , In Computer Graphics Forum, Wiley, volume 35, 2016.
Received the Best Paper Award at SGP 2016 [] q-Space Deep Learning: Twelve-Fold Shorter and Model-Free Diffusion MRI Scans , In IEEE Transactions on Medical Imaging, volume 35, 2016. Special Issue on Deep Learning
Special Issue on Deep Learning [] Bias and Precision Analysis of Diffusional Kurtosis Imaging for Different Acquisition Schemes , In Magnetic Resonance in Medicine, 2016. (early view)
[] An Accurate and Robust Artificial Marker based on Cyclic Codes , In IEEE Transactions on Pattern Analysis and Machine Intelligence, 2016. (to appear)
[] Anisotropic Diffusion Descriptors , In Computer Graphics Forum - Proc. EUROGRAPHICS, Wiley, volume 35, 2016.
[] Spectral Decompositions Using One-Homogeneous Functionals , In SIAM J. Imaging Sci., volume 9, 2016.
[] Collaborative Total Variation: A General Framework for Vectorial TV Models , In SIAM J. Imaging Sci., volume 9, 2016.
[] Midrange Geometric Interactions for Semantic Segmentation , In International Journal of Computer Vision, Springer US, volume 117, 2016. Special Issue on Graphical Models for Scene Understanding
2015
[] Variational Depth From Focus Reconstruction , In IEEE Trans. Image Process., volume 24, 2015.
[] Incremental and Batch Planar Simplification of Dense Point Cloud Maps , In Robotics and Autonomous Systems (RAS) ECMR '13 Special Issue, North-Holland Publishing Co., volume 69, 2015.
[] Entropy Minimization for Groupwise Planar Shape Co-alignment and its Applications , In IEEE Signal Process. Lett., volume 22, 2015.
[] Introspective classification for robot perception , In The International Journal of Robotics Research (IJRR), 2015.
[] Cloud-based collaborative 3D mapping in real-time with low-cost robots , In IEEE Transactions on Automation Science and Engineering, IEEE, volume 12, 2015.
[] The Primal-Dual Hybrid Gradient Method for Semiconvex Splittings , In SIAM Journal on Imaging Sciences, volume 8, 2015.
[] Realistic Photometric Stereo Using Partial Differential Irradiance Equation Ratios , In Computers and Graphics, Elsevier, volume 51, 2015.
[] A Simple and Effective Relevance-based Point Sampling for 3D Shapes , In Pattern Recognition Letters, Elsevier, volume 59, 2015.
[] Multi-Layered Mapping and Navigation for Autonomous Micro Aerial Vehicles , In Journal of Field Robotics, 2015. (to appear)
[] NimbRo Explorer: Semi-Autonomous Exploration and Mobile Manipulation in Rough Terrain , In Journal of Field Robotics, 2015. (to appear)
[] Efficient Dense Rigid-Body Motion Segmentation and Estimation in RGB-D Video , In International Journal of Computer Vision, Springer US, 2015.
[] Efficient Reactive Navigation with Exact Collision Determination for 3D Robot Shapes , In International Journal of Advanced Robotic Systems, volume 12, 2015. ([video])
[] Fast Visual Odometry for 3-D Range Sensors , In IEEE Transactions on Robotics, volume 31, 2015. ([video])
[] Field phenotyping of grapevine growth using dense stereo reconstruction , In BMC Bioinformatics, volume 16, 2015.
[] Car detection by fusion of HOG and causal MRF , In IEEE T. on Aerospace and Electronic Systems, volume 51, 2015.
[] The Role of Diffusion in Figure Hunt Games , In Journal of Mathematical Imaging and Vision, Springer, volume 52, 2015.
[] Fast and Accurate Surface Alignment through an Isometry-Enforcing Game , In Pattern Recognition, Elsevier, volume 48, 2015.
2014
[] Multi-Resolution Surfel Maps for Efficient Dense 3D Modeling and Tracking , In Journal of Visual Communication and Image Representation, volume 25, 2014.
[] Dense Real-Time Mapping of Object-Class Semantics from RGB-D Video , In Journal of Real-Time Image Processing, Springer, 2014.
[] Rough Terrain Mapping and Navigation using a Continuously Rotating 2D Laser Scanner , In Künstliche Intelligenz, Springer, volume 28, 2014.
[] Robust Region Detection via Consensus Segmentation of Deformable Shapes , In Computer Graphics Forum, Wiley, volume 33, 2014.
[] Scale-Aware Navigation of a Low-Cost Quadrocopter with a Monocular Camera , In Robotics and Autonomous Systems (RAS), volume 62, 2014.
[] Convex Relaxation of Vectorial Problems with Coupled Regularization , In SIAM Journal on Imaging Sciences, volume 7, 2014.
[] A Super-resolution Framework for High-Accuracy Multiview Reconstruction , In International Journal of Computer Vision, volume 106, 2014.
2013
[] Introduction to the special issue on visual understanding and applications with RGB-D cameras , In Journal of Visual Communication and Image Representation (JVCI), 2013.
[] 3D Mapping with an RGB-D Camera , In IEEE Transactions on Robotics (T-RO), volume 30, 2013.
[] Tight Convex Relaxations for Vector-Valued Labeling , In SIAM Journal on Imaging Sciences, volume 6, 2013.
[] A Survey and Comparison of Discrete and Continuous Multi-label Optimization Approaches for the Potts Model , In International Journal of Computer Vision, volume 104, 2013. (Code available)
[] Spatially Varying Color Distributions for Interactive Multi-Label Segmentation , In IEEE Transactions on Pattern Analysis and Machine Intelligence, volume 35, 2013. (Code available)
[] Stable and Fast Techniques for Unambiguous Compound Phase Coding , In Image and Vision Computing, volume 31, 2013.
[] A Scale Independent Selection Process for 3D Object Recognition in Cluttered Scenes , In International Journal of Computer Vision, Springer US, volume 102, 2013.
2012
[] RoboCup@Home: Demonstrating Everyday Manipulation Skills in RoboCup@Home , In IEEE Robotics and Automation Magazine, volume 19, 2012.
[] Efficient 3D Object Perception and Grasp Planning for Mobile Manipulation in Domestic Environments , In Robotics and Autonomous Systems, volume 61, 2012.
[] Total Cyclic Variation and Generalizations , In Journal of Mathematical Imaging and Vision, volume 47, 2012.
[] An image classification approach to analyze the suppression of plant immunity by the human pathogen Salmonella Typhimurium , In BMC Bioinformatics, volume 13, 2012.
[] Online-6D-SLAM für RGB-D-Sensoren , In at - Automatisierungstechnik, volume 60, 2012.
[] Fast Joint Estimation of Silhouettes and Dense 3D Geometry from Multiple Images , In IEEE Transactions on Pattern Analysis and Machine Intelligence, volume 34, 2012.
[] On the André motive of certain irreducible symplectic varieties , In Geometriae Dedicata, volume 156, 2012.
[] The Natural Total Variation Which Arises from Geometric Measure Theory , In SIAM Journal on Imaging Sciences, volume 5, 2012.
[] Image segmentation with one shape prior - A template-based formulation , In Image and Vision Computing, volume 30, 2012.
[] Optimal Solutions for Semantic Image Decomposition , In Image and Vision Computing, volume 30, 2012.
[] A linear framework for region-based image segmentation and inpainting involving curvature penalization , In International Journal of Computer Vision, volume 99, 2012.
[] A Coding Cost Framework for Super-resolution Motion Layer Decomposition , In IEEE Transactions on Image Processing, volume 21, 2012.
[] A Convex Approach to Minimal Partitions , In SIAM Journal on Imaging Sciences, volume 5, 2012.
[] Imposing Semi-local Geometric Constraints for Accurate Correspondences Selection in Structure from Motion: a Game-Theoretic Perspective , In International Journal of Computer Vision, Springer US, volume 97, 2012.
Invited submission
2011
[] Bootstrap Optical Flow and Uncertainty Measure , In Computer Vision and Image Understanding, volume 115, 2011.
[] A Probabilistic Framework for Learning Kinematic Models of Articulated Objects , In Journal on Artificial Intelligence Research (JAIR), volume 41, 2011.
[] A Variational Approach to Vesicle Membrane Reconstruction from Fluorescence Imaging , In Pattern Recognition, volume 44, 2011.
[] Tactile Sensing for Mobile Manipulation , In IEEE Transactions on Robotics (T-RO), 2011.
[] Motion Field Estimation from Alternate Exposure Images , In IEEE Transactions on Pattern Analysis and Machine Intelligence, volume 33, 2011.
[] The Elastic Ratio: Introducing Curvature into Ratio-Based Globally Optimal Image Segmentation , In IEEE Transactions on Image Processing, volume 20, 2011.
[] Stereoscopic Scene Flow Computation for 3D Motion Understanding , In International Journal of Computer Vision, volume 95, 2011.
[] Multiview Stereo and Silhouette Consistency via Convex Functionals over Convex Domains , In IEEE Transactions on Pattern Analysis and Machine Intelligence, volume 33, 2011.
[] Large-Scale Integer Linear Programming for Orientation-Preserving 3D Shape Matching , In Computer Graphics Forum (Proceedings Symposium Geometry Processing), Eurographics, volume 30, 2011.
2010
[] Multiclass Multimodal Detection and Tracking in Urban Environments , In International Journal of Robotics Research, 2010.
[] Movement Directionality in Collective Migration of Germ Layer Progenitors , In Current Biology, volume 20, 2010.
[] Stability of tautological vector bundles on Hilbert squares of surfaces , In Rendiconti del Seminario Matematico della Universitá di Padova, volume 124, 2010.
[] The Hodge conjecture for self-products of certain K3 surfaces , In Journal of Algebra, volume 324, 2010.
[] A Combinatorial Solution for Model-based Image Segmentation and Real-time Tracking , In IEEE Transactions on Pattern Analysis and Machine Intelligence, volume 32, 2010.
[] Global Solutions of Variational Models with Convex Regularization , In SIAM Journal on Imaging Sciences, volume 3, 2010.
2009
[] Control of convergent yolk syncytial layer nuclear movement in zebrafish , In Development, volume 136, 2009.
[] An appearance-based visual compass for mobile robots , In Robotics and Autonomous Systems, volume 57, 2009.
[] Body schema learning for robotic manipulators from visual self-perception , In Journal of Physiology-Paris, volume 103, 2009. (Neurorobotics)
[] Folgen von Höhenfußpunktdreiecken und ihre Grenzpunkte , In Elemente der Mathematik, volume 64, 2009.
[] Hodge classes on self-products of K3 surfaces , In Bonner Mathematische Schriften, volume 395, 2009. (Ph.D. thesis)
[] B-Spline Modeling of Road Surfaces with an Application to Free Space Estimation , In Transactions on Intelligent Transportation Systems, volume 10, 2009.
[] Continuous Global Optimization in Multiview 3D Reconstruction , In International Journal of Computer Vision, volume 84, 2009.
[] Combined region- and motion-based 3D tracking of rigid and articulated objects , In IEEE Transactions on Pattern Analysis and Machine Intelligence, volume 32, 2009.
[] On local region models and a statistical interpretation of the piecewise smooth Mumford-Shah functional , In International Journal of Computer Vision, volume 84, 2009.
2008
[] Hierarchical Reactive Control for Humanoid Soccer Robots , In International Journal of Humanoid Robots, volume 5, 2008.
[] Monte Carlo localization in outdoor terrains using multilevel surface maps , In Journal of Field Robotics, volume 25, 2008.
[] Tailoring the magnetoresistance of MnAs/GaAs:Mn granular hybrid nanostructures , In Applied Physics Letters, volume 92, 2008.
[] Influence of non-random incorporation of Mn ions on the magnetotransport properties of $Ga_{1-x}Mn_{x}As$ alloys , In Physica status solidi. C. Current topics in solid state physics, volume 5, 2008.
[] 3-D Reconstruction of Shaded Objects from Multiple Images Under Unknown Illumination , In International Journal of Computer Vision, volume 76, 2008.
[] Nonlinear Dynamical Shape Priors for Level Set Segmentation , In Journal of Scientific Computing, volume 35, 2008.
[] Efficient Nonlocal Means for Denoising of Textural Patterns , In IEEE Transactions on Image Processing, volume 17, 2008.
2007
[] Non-iterative Vision-based Interpolation of 3D Laser Scans , In Autonomous Robots and Agents, volume 76, 2007.
[] An Efficient Extension to Elevation Maps for Outdoor Terrain Mapping and Loop Closing , In International Journal of Robotics Research (IJRR), volume 26, 2007.
[] Supervised semantic labeling of places using information extracted from sensor data , In Journal on Robotics and Autonomous Systems (RAS), volume 55, 2007.
[] Quantitative modeling of the annealing-induced changes of the magnetotransport in $Ga_{1-x}Mn_{x}As$ alloys , In Journal of Applied Physics, volume 102, 2007.
[] Weighted Minimal Hypersurface Reconstruction , In IEEE Transactions on Pattern Analysis and Machine Intelligence, volume 29, 2007.
[] A review of statistical approaches to level set segmentation: integrating color, texture, motion and shape , In International Journal of Computer Vision, volume 72, 2007.
[] Computer Lernen Sehen , In Industrial Vision, volume 2, 2007.
[] Three-dimensional shape knowledge for joint image segmentation and pose tracking , In International Journal of Computer Vision, volume 73, 2007. (available online)
[] Algorithmic Differentiation: Application to Variational Problems in Computer Vision , In IEEE Transactions on Pattern Analysis and Machine Intelligence, volume 29, 2007.
2006
[] Strong non-Arrhenius temperature dependence of the resistivity in the regime of traditional band transport , In Applied Physics Letters, volume 89, 2006.
[] Integral invariants for shape matching , In IEEE Transactions on Pattern Analysis and Machine Intelligence, volume 28, 2006.
[] A multiphase dynamic labeling model for variational recognition-driven image segmentation , In International Journal of Computer Vision, volume 66, 2006.
[] Kernel density estimation and intrinsic alignment for shape priors in level set segmentation , In International Journal of Computer Vision, volume 69, 2006.
[] Dynamical statistical shape priors for level set based tracking , In IEEE Transactions on Pattern Analysis and Machine Intelligence, volume 28, 2006.
2005
[] Spin-dependent localization effects in GaAs:Mn/MnAs granular paramagnetic-ferromagnetic hybrids at low temperatures , In J. Superlattices and Microstructures, Elsevier, volume 37, 2005.
[] Motion Competition: A variational framework for piecewise parametric motion segmentation , In International Journal of Computer Vision, volume 62, 2005.
2003
[] Binary partitioning, perceptual grouping, and restoration with semidefinite programming , In IEEE Transactions on Pattern Analysis and Machine Intelligence, volume 25, 2003.
[] Statistical shape knowledge in variational motion segmentation , In Image and Vision Computing, volume 21, 2003.
[] Shape Statistics in Kernel Space for Variational Image Segmentation , In Pattern Recognition, volume 36, 2003.
Awarded Best Paper of the Year 2003
2002
[] Diffusion Snakes: Introducing statistical shape knowledge into the Mumford–Shah functional , In International Journal of Computer Vision, volume 50, 2002.
[] Travelling waves of exitation in neural field models: Equivalence of rate descriptions and integrate-and-fire dynamics , In Neural Computation, volume 14, 2002.
1999
[] Flow equations for the Héon-Heiles Hamiltonian , In Physica D, volume 126, 1999.
Books | Book Chapters | Journal Articles | Preprints | Conference and Workshop Papers | PhD Thesis | Technical Reports | Other Publications | inproceedings | article
Preprints
2024
[] GlORIE-SLAM: Globally Optimized Rgb-only Implicit Encoding Point Cloud SLAM , In arXiv preprint arXiv:2403.19549, 2024. ([project],[code])
[] VXP: Voxel-Cross-Pixel Large-scale Image-LiDAR Place Recognition , In arXiv preprint arXiv:2403.14594, 2024.
[] How to Choose a Reinforcement-Learning Algorithm , In arXiv preprint arXiv:2407.20917, 2024.
[] Uncertainty-Based Abstention in LLMs Improves Safety and Reduces Hallucinations , In arXiv preprint, 2024.
2023
[] Deep Event Visual Odometry , In arXiv preprint arXiv:2312.09800, 2023.
[] Joint MR sequence optimization beats pure neural network approaches for spin-echo MRI super-resolution (12-page version) , In arXiv preprint arXiv:2305.07524, 2023.
[] Scale-Equivariant Deep Learning for 3D Data , In arXiv preprint, 2023.
2022
[] 4Seasons: Benchmarking Visual SLAM and Long-Term Localization for Autonomous Driving in Challenging Conditions , In arXiv preprint arXiv:2301.01147, 2022.
[] Implicit Shape Completion via Adversarial Shape Priors , In arXiv preprint arXiv:2204.10060, 2022.
[] Challenger: Training with Attribution Maps , In arXiv preprint, 2022.
2021
[] DeepLab2: A TensorFlow Library for Deep Labeling , In arXiv preprint arXiv:2106.09748, 2021.
[] Scene Graph Generation for Better Image Captioning? , In arXiv preprint, 2021.
[] Event-Based Feature Tracking in Continuous Time with Sliding Window Optimization , In arXiv preprint, 2021.
[] Rotation-Equivariant Deep Learning for Diffusion MRI , In arXiv preprint, 2021.
2020
[] Neural Online Graph Exploration , In arXiv preprint arXiv:2012.03345, 2020. ([arxiv])
[] Speech Synthesis and Control Using Differentiable DSP , In arXiv preprint arXiv:2010.15084, 2020. ([listen to audio results])
[] Deep Learning for Virtual Screening: Five Reasons to Use ROC Cost Functions , In arXiv preprint arXiv:2007.07029, 2020.
2019
[] Deep Learning for 2D and 3D Rotatable Data: An Overview of Methods , In arXiv preprint arXiv:1910.14594, 2019.
[] Learning to Evolve , In arXiv preprint arXiv:1905.03389, 2019.
2018
[] Clustering with Deep Learning: Taxonomy and New Methods , In arXiv preprint arXiv:1801.07648, 2018.
[] Precursor microRNA Identification Using Deep Convolutional Neural Networks , In bioRxiv preprint 414656, 2018. (bioRxiv:414656)
2017
[] Regularization for Deep Learning: A Taxonomy , In arXiv preprint arXiv:1710.10686, 2017.
2016
[] Bayesian Inference of Bijective Non-Rigid Shape Correspondence , In arXiv preprint arXiv:1607.03425, 2016. ([slides])
2007
[] Fully automated segmentation and morphometrical analysis of muscle fibre images , In Cytometry Part A, volume 71, 2007. (available online)
2006
[] Numerical aspects of TV flow , In Numerical Algorithms, volume 41, 2006.
[] Nonlinear structure tensors , In Image and Vision Computing, volume 24, 2006.
[] Highly accurate optic flow computation with theoretically justified warping , In International Journal of Computer Vision, volume 67, 2006.
[] A TV flow based local scale estimate and its application to texture discrimination , In Journal of Visual Communication and Image Representation, volume 17, 2006.
[] Level Set Segmentation with Multiple Regions , In IEEE Transactions on Image Processing, volume 15, 2006.
2004
[] On the equivalence of soft wavelet shrinkage, total variation diffusion, total variation regularization, and SIDEs , In SIAM Journal on Numerical Analysis, volume 42, 2004.
Books | Book Chapters | Journal Articles | Preprints | Conference and Workshop Papers | PhD Thesis | Technical Reports | Other Publications | inproceedings | article
Conference and Workshop Papers
2024
[] Physically-Based Photometric Bundle Adjustment in Non-Lambertian Environments , In International Conference on Intelligent Robots and Systems (IROS), 2024.
[] CARLA Drone: Monocular 3D Object Detection from a Different Perspective , In 46th German Conference on Pattern Recognition (GCPR), 2024. ([project page])
Oral Presentation [] An Image is Worth 32 Tokens for Reconstruction and Generation , In NeurIPS, 2024. ([project page])
[] MeshFeat: Multi-Resolution Features for Neural Fields on Meshes , In European Conference on Computer Vision (ECCV), 2024. ([project page])
[] Gaussianavatars: Photorealistic head avatars with rigged 3d gaussians , In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024. ( [project] )
[] DiffCD: A Symmetric Differentiable Chamfer Distance for Neural Implicit Surface Fitting , In European Conference on Computer Vision (ECCV), 2024.
[] Partial-to-Partial Shape Matching with Geometric Consistency , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. ([webpage])
[] SatSynth: Augmenting Image-Mask Pairs through Diffusion Models for Aerial Semantic Segmentation , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
[] Spectral Meets Spatial: Harmonising 3D Shape Matching and Interpolation , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
[] MICDrop: Masking Image and Depth Features via Complementary Dropout for Domain-Adaptive Semantic Segmentation , In European Conference on Computer Vision (ECCV), 2024.
[] Variational Learning is Effective for Large Deep Networks , In International Conference on Machine Learning (ICML), 2024. ([code][blog][tutorial])
Spotlight [] Power Variable Projection for Initialization-Free Large-Scale Bundle Adjustment , In European Conference on Computer Vision (ECCV), 2024.
[] Enhancing Hypergradients Estimation: A Study of Preconditioning and Reparameterization , In Proceedings of The 27th International Conference on Artificial Intelligence and Statistics (S Dasgupta, S Mandt, Y Li, eds.), PMLR, volume 238, 2024.
[] Sparse Views, Near Light: A Practical Paradigm for Uncalibrated Point-light Photometric Stereo , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. ([supp])
[] ControlRoom3D: Room Generation using Semantic Proxy Rooms , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
[] From Variance to Veracity: Unbundling and Mitigating Gradient Variance in Differentiable Bundle Adjustment Layers , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
[] Leveraging neural radiance fields for uncertainty-aware visual localization , In IEEE International Conference on Robotics and Automation (ICRA), 2024.
[] LEAP-VO: Long-term Effective Any Point Tracking for Visual Odometry , In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024. ([project page])
[] Boosting Self-Supervision for Single-View Scene Completion via Knowledge Distillation , In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024. ([project page])
[] Gaussian Splatting in Style , In German Conference on Pattern Recognition (GCPR), 2024.
[] Flattening the Parent Bias: Hierarchical Semantic Segmentation in the Poincaré Ball , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. ([project page][video])
[] Finsler-Laplace-Beltrami Operators with Application to Shape Analysis , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. ([project page][video])
[] A Perspective on Deep Vision Performance with Standard Image and Video Codecs , In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2024.
[] Deep Video Codec Control , In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2024.
[] Differentiable JPEG: The Devil is in the Details , In IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2024. ([project page])
[] An Analytical Solution to Gauss-Newton Loss for Direct Image Alignment , In International Conference on Learning Representations (ICLR), 2024.
Oral Presentation [] Geometrically Consistent Partial Shape Matching , In 3DV, 2024.
[] Cache Me if You Can: Accelerating Diffusion Models through Block Caching , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. ([project page])
[] S4C: Self-Supervised Semantic Scene Completion with Neural Fields , In 2024 International Conference on 3D Vision (3DV), 2024. ([project page])
[] Enhancing Multimodal Compositional Reasoning of Visual Language Models with Generative Negative Mining , In IEEE Winter Conference on Applications of Computer Vision (WACV, 2024. ([arXiv][project page][code])
[] Coloring the Past: Neural Historical Buildings Reconstruction from Archival Photography , In German Conference on Pattern Recognition (GCPR), 2024. ([project page])
[] Erasing the Ephemeral: Joint Camera Refinement and Transient Object Removal for Street View Synthesis , In German Conference on Pattern Recognition (GCPR), 2024. ([project page])
[] Transferability for Graph Convolutional Networks , In ICML 2024 Workshop on Geometry-grounded Representation Learning and Generative Modeling, 2024.
Outstanding Extended Abstract [] HoloNets: Spectral Convolutions do extend to Directed Graphs , In International Conference on Learning Representations (ICLR), 2024.
[] Text2Loc: 3D Point Cloud Localization from Natural Language , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. ([project page][code])
[] Enhancing Surface Neural Implicits with Curvature-Guided Sampling and Uncertainty-Augmented Representations , In ECCV workshop: wild in 3D, 2024. ([project page])
[] Improving the Detection of Air-Voids and Aggregates in Images of Concrete Using Generative AI , In GNI Symposium on AI for the Built World, 2024.
[] The Pulseq-CEST Library: Definition of Preparations and Simulations, Example Data, and Example Evaluations , In 10th International Workshop on Chemical Exchange Saturation Transfer (CEST 2024), 2024.
Oral Presentation [] Joint sequence optimization beats pure neural network approaches for super-resolution TSE , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2024.
[] Masked Event Modeling: Self-Supervised Pretraining for Event Cameras , In IEEE Winter Conference on Applications of Computer Vision (WACV), 2024.
[] FIRe: Fast Inverse Rendering Using Directional and Signed Distance Functions , In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2024. ([Project page],[ArXiv])
[] Quality-Aware Translation Models: Efficient Generation and Quality Estimation in a Single Model , In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (ACL), 2024.
[] SupeRVol: Super-Resolution Shape and Reflectance Estimation in Inverse Volume Rendering , In IEEE Winter Conference on Applications of Computer Vision (WACV), 2024. ([supp])
2023
[] Revisiting Rotation Averaging: Uncertainties and Robust Losses , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023. ([code])
[] Urban-StyleGAN: Learning to Generate and Manipulate Images of Urban Scenes , In 2023 IEEE Intelligent Vehicles Symposium (IV), 2023.
[] To adapt or not to adapt? Real-time adaptation for semantic segmentation , In Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023.
[] Scan2LoD3: Reconstructing semantic 3D building models at LoD3 using ray casting and Bayesian networks , In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023.
[] SCP: Scene Completion Pre-training for 3D Object Detection , In ISPRS Geospatial Week, 2023.
Best paper award [] DDIT: Semantic Scene Completion via Deformable Deep Implicit Templates , In Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023.
[] Artificial Intelligence for the Automated Creation of Multi-scale Digital Twins of the Built World—AI4TWINNING , In International 3D GeoInfo Conference, 2023.
[] Transformer Network with Time Prior for Predicting Clinical Outcome from EEG of Cardiac Arrest Patients , In 50th Computing in Cardiology Conference (CinC), 2023.
[] On the Atrial Fibrillation Detection Performance of ECG-DualNet , In 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 1-Page Paper, medRxiv, 2023.
[] The TYC Dataset for Understanding Instance-Level Semantics and Motions of Cells in Microstructures , In IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), 2023. ([project page])
[] An Instance Segmentation Dataset of Yeast Cells in Microstructures , In 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2023. ([project page])
[] SIGMA: Quantum Scale-Invariant Global Sparse Shape Matching , In International Conference on Computer Vision (ICCV), 2023. ([pdf])
[] Learning Expressive Priors for Generalization and Uncertainty Estimation in Neural Networks , In International Conference on Machine Learning, 2023.
[] ResolvNet: A Graph Convolutional Network with multi-scale Consistency , In NeurIPS 2023 Workshop: New Frontiers in Graph Learning, 2023.
Oral Presentation [] HoloNets: Spectral Convolutions do extend to Directed Graphs , In NeurIPS 2023 Workshop: New Frontiers in Graph Learning, 2023.
Oral Presentation [] CASSPR: Cross Attention Single Scan Place Recognition , In IEEE International Conference on Computer Vision (ICCV), 2023. ([code])
[] Multi Agent Navigation in Unconstrained Environments Using a Centralized Attention Based Graphical Neural Network Controller , In IEEE 26th International Conference on Intelligent Transportation Systems, 2023. ([project page][code])
[] LiDAR View Synthesis for Robust Vehicle Navigation Without Expert Labels , In IEEE 26th International Conference on Intelligent Transportation Systems, 2023. ([project page][arxiv][code])
[] Learning Correspondence Uncertainty via Differentiable Nonlinear Least Squares , In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023. ([project page])
[] Non-Separable Multi-Dimensional Network Flows for Visual Computing , In Eurographics 2023 - Posters, The Eurographics Association, 2023.
[] GPT4MR: Exploring GPT-4 as an MR Sequence and Reconstruction Programming Assistant , In European Society for Magnetic Resonance in Medicine and Biology (ESMRMB) Annual Meeting, 2023.
Oral Presentation [] Limitless Stability for Graph Convolutional Networks , In International Conference on Learning Representations (ICLR), 2023.
[] NIFF: Alleviating Forgetting in Generalized Few-Shot Object Detection via Neural Instance Feature Forging , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023.
[] Behind the Scenes: Density Fields for Single View Reconstruction , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023. ([project page])
[] Power Bundle Adjustment for Large-Scale 3D Reconstruction , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023. ([project page][video])
[] Semidefinite Relaxations for Robust Multiview Triangulation , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023.
[] High-Quality RGB-D Reconstruction via Multi-View Uncalibrated Photometric Stereo and Gradient-SDF , In IEEE Winter Conference on Applications of Computer Vision (WACV), 2023. ([code] [project page])
Spotlight Presentation [] Neural Implicit Representations for Physical Parameter Inference from a Single Video , In IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2023. ([project page])
[] Beyond In-Domain Scenarios: Robust Density-Aware Calibration , In Proceedings of the 40th International Conference on Machine Learning (ICML), 2023.
[] G-MSM: Unsupervised Multi-Shape Matching with Graph-based Affinity Priors , In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2023. ([arXiv] [code])
2022
[] Vision-Based Large-scale 3D Semantic Mapping for Autonomous Driving Applications , In International Conference on Robotics and Automation (ICRA), 2022.
[] UNIF: United neural implicit functions for clothed human reconstruction and animation , In European Conference on Computer Vision, 2022. ( [project] )
[] Histopathological Image Classification based on Self-Supervised Vision Transformer and Weak Labels , In Medical Imaging 2022: Digital and Computational Pathology, Proceedings of SPIE, volume 12039, 2022.
[] A scalable combinatorial solver for elastic geometrically consistent 3d shape matching , In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022.
[] Graph Scattering beyond Wavelet Shackles , In Neural Information Processing Systems Conference (NeurIPS), 2022.
[] A Graph Is More Than Its Nodes: Towards Structured Uncertainty-Aware Learning on Graphs , In NeurIPS 2022 Workshop: New Frontiers in Graph Learning, 2022. ([code])
[] Deep Combinatorial Aggregation , In NeurIPS, 2022. ([code][blog])
[] What Makes Graph Neural Networks Miscalibrated? , In NeurIPS, 2022. ([code])
[] DirectTracker: 3D Multi-Object Tracking Using Direct Image Alignment and Photometric Bundle Adjustment , In International Conference on Intelligent Robots and Systems (IROS), 2022. ([project page])
[] Challenges of SLAM in extremely unstructured environments: the DLR Planetary Stereo, Solid-State LiDAR, Inertial Dataset , In International Conference on Intelligent Robots and Systems (IROS), 2022.
[] The Probabilistic Robot Kinematics Model and its Application to Sensor Fusion , In International Conference on Intelligent Robots and Systems (IROS), 2022.
[] Bayesian Active Learning for Sim-to-Real Robotic Perception , In International Conference on Intelligent Robots and Systems (IROS), 2022.
[] A Two-stage Learning Architecture that Generates High-Quality Grasps for a Multi-Fingered Hand , In International Conference on Intelligent Robots and Systems (IROS), 2022.
[] RECALL: Rehearsal-free Continual Learning for Object Classification , In International Conference on Intelligent Robots and Systems (IROS), 2022.
[] Towards Safety-Aware Pedestrian Detection in Autonomous Systems , In International Conference on Intelligent Robots and Systems (IROS), 2022.
[] Towards Robust Perception of Unknown Objects in the Wild , In ICRA Workshop on Robotic Perception and Mapping: Emerging Techniques, 2022.
[] Iterative Corresponding Geometry: Fusing Region and Depth for Highly Efficient 3D Tracking of Textureless Objects , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022.
[] Seeking Visual Discomfort: Curiosity-Driven Representations for Reinforcement Learning , In International Conference on Robotics and Automation (ICRA), 2022.
[] A Model for Multi-View Residual Covariances Based on Perspective Deformation , In International Conference on Robotics and Automation (ICRA), 2022.
[] Intrinsic Neural Fields: Learning Functions on Manifolds , In European Conference on Computer Vision (ECCV), 2022. (Code will be released soon.)
[] Ventriloquist-Net: Leveraging Speech Cues for Emotive Talking Head Generation , In IEEE International Conference on Image Processing, 2022.
[] Biologically Inspired Neural Path Finding , In Brain Informatics, Springer International Publishing, 2022. ([code])
[] Lateral Ego-Vehicle Control Without Supervision Using Point Clouds , In Pattern Recognition and Artificial Intelligence, Springer International Publishing, 2022.
[] De-rendering 3D Objects in the Wild , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022.
[] The Probabilistic Normal Epipolar Constraint for Frame-To-Frame Rotation Optimization under Uncertain Feature Positions , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022. ([project page])
[] Joint Deep Multi-Graph Matching and 3D Geometry Learning from Inhomogeneous 2D Image Collections , In AAAI, 2022. ([supp])
[] Gradient-SDF: A Semi-Implicit Surface Representation for 3D Reconstruction , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022. ([poster] [presentation] [code])
[] A data-driven variability assessment of brain diffusion MRI preprocessing pipelines , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2022.
Oral Presentation [] Parameterized Temperature Scaling for Boosting the Expressive Power in Post-Hoc Uncertainty Calibration , In European Conference on Computer Vision (ECCV), 2022.
[] A Unified Framework for Implicit Sinkhorn Differentiation , In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2022. ([arXiv] [code])
[] DynamicEarthNet: Daily Multi-Spectral Satellite Dataset for Semantic Change Segmentation , In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022.
2021
[] Speech drives templates: Co-speech gesture synthesis with learned templates , In Proceedings of the IEEE/CVF International Conference on Computer Vision, 2021. ( [project] )
[] OSS-Net: Memory Efficient High Resolution Semantic Segmentation of 3D Medical Data , In British Machine Vision Conference (BMVC), 2021. ([project page])
[] Multi-StyleGAN: Towards Image-Based Simulation of Time-Lapse Live-Cell Microscopy , In International Conference on Medical image computing and computer-assisted intervention (MICCAI), 2021. ([project page])
[] 4D Panoptic LiDAR Segmentation , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.
[] STEP: Segmenting and Tracking Every Pixel , In Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmarks (NeurIPS Track on Datasets and Benchmarks), volume 1, 2021.
[] A Robust Unsupervised Ensemble of Feature-Based Explanations using Restricted Boltzmann Machines , In Neural Information Processing Systems Conference - NeurIPS 2021: eXplainable AI approaches for debugging and diagnosis workshop, 2021.
[] Shortest Paths in Graphs with Matrix-Valued Edges: Concepts, Algorithm and Application to 3D Multi-Shape Analysis , In 2021 International Conference on 3D Vision (3DV), 2021.
[] Explicit pairwise factorized graph neural network for semi-supervised node classification , In UAI, 2021. ([code])
[] A Photorealistic Terrain Simulation Pipeline for Unstructured Outdoor Environments , In 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2021.
[] Instance Segmentation in CARLA: Methodology and Analysis for Pedestrian-oriented Synthetic Data Generation in Crowded Scenes , In 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), IEEE, 2021.
[] Unknown Object Segmentation from Stereo Images , In International Conference on Intelligent Robots and Systems, 2021.
[] Multi-Modal Loop Closing in Unstructured Planetary Environments with Visually Enriched Submaps , In 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2021.
[] Learning-Based Matching of 3D Submaps from Dense Stereo for Planetary-Like Environments , In International Conference on Advanced Robotics (ICAR), 2021.
[] Kronecker-Factored Optimal Curvature , In Bayesian Deep Learning NeurIPS 2021 Workshop, 2021. ([poster])
[] Trust Your Robots! Predictive Uncertainty Estimation of Neural Networks with Sparse Gaussian Processes , In 5th Conference on Robot Learning (CoRL), 2021.
[] Multidirectional Conjugate Gradients for Scalable Bundle Adjustment , In German Conference on Pattern Recognition (GCPR), 2021. ([presentation])
[] TANDEM: Tracking and Dense Mapping in Real-time using Deep Multi-view Stereo , In Conference on Robot Learning (CoRL), 2021. ([GitHub][video][project page])
3DV'21 Best Demo Award [] TUM-VIE: The TUM Stereo Visual-Inertial Event Dataset , In International Conference on Intelligent Robots and Systems (IROS), 2021. ([project page])
[] Towards Robust Monocular Visual Odometry for Flying Robots on Planetary Missions , In International Conference on Intelligent Robots and Systems (IROS), 2021. ([code][video])
[] Square Root Marginalization for Sliding-Window Bundle Adjustment , In IEEE International Conference on Computer Vision (ICCV), 2021. ([project page])
[] From Evaluation to Verification: Towards Task-Oriented Relevance Metrics for Pedestrian Detection in Safety-Critical Domains , In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2021.
[] Post-hoc Uncertainty Calibration for Domain Drift Scenarios , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.
Oral Presentation [] Towards Trustworthy Predictions from Deep Neural Networks with Fast Adversarial Calibration , In InThirty-FifthAAAIConferenceonArtificialIntelligence(AAAI-2021), 2021.
[] Square Root Bundle Adjustment for Large-Scale Reconstruction , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021. ([project page])
[] DOT: Dynamic Object Tracking for Visual SLAM , In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), 2021.
[] Contact-GraspNet: Efficient 6-DoF Grasp Generation in Cluttered Scenes , In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), 2021.
[] "What's This?" - Learning to Segment Unknown Objects from Manipulation Sequences , In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), 2021.
[] Exploration of Large Outdoor Environments Using Multi-Criteria Decision Making , In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), 2021.
[] Learning to Localize in New Environments from Synthetic Training Data , In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), 2021.
[] Robust Approaches for Localization on Multi-camera Systems in Dynamic Environments , In Proceedings of the IEEE International Conference on Automation, Robotics and Applications(ICARA), 2021.
[] Vision-Based Mobile Robotics Obstacle Avoidance With Deep Reinforcement Learning , In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), 2021. ([arXiv])
[] SOE-Net: A Self-Attention and Orientation Encoding Network for Point Cloud based Place Recognition , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021. ([arxiv] [code])
Oral Presentation [] Tight Integration of Feature-based Relocalization in Monocular Direct Visual Odometry , In Proc. of the IEEE International Conference on Robotics and Automation (ICRA), 2021. ([project page])
[] Self-Supervised Steering Angle Prediction for Vehicle Control Using Visual Odometry , In International Conference on Artificial Intelligence and Statistics (AISTATS), 2021. ([arXiv])
[] Rotation-Equivariant Deep Learning for Diffusion MRI (short version) , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2021.
[] Faster and better HARDI using FSE and holistic reconstruction , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2021.
[] Isometric Multi-Shape Matching , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021. ([arxiv])
Oral Presentation [] i3DMM: Deep Implicit 3D Morphable Model of Human Heads , In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021. ([Project page],[ArXiv])
Oral Presentation [] MonoRec: Semi-Supervised Dense Reconstruction in Dynamic Environments from a Single Moving Camera , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021. ([project page])
[] Sublabel-Accurate Multilabeling Meets Product Label Spaces , In DAGM German Conference on Pattern Recognition (GCPR), 2021. ([presentation] [code])
Oral Presentation [] Bregman Proximal Gradient Algorithms for Deep Matrix Factorization , In Scale Space and Variational Methods in Computer Vision (A Elmoataz, J Fadili, Y Quéau, J Rabin, L Simon, eds.), Springer International Publishing, 2021.
[] NeuroMorph: Unsupervised Shape Interpolation and Correspondence in One Go , In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2021. ([arXiv] [code])
[] Variational Data Assimilation with a Learned Inverse Observation Operator , In Proceedings of the 38th International Conference on Machine Learning (ICML), 2021. (URL, code)
[] Recovering Real-world Reflectance Properties and Shading from HDR Imagery , In International Conference on 3D Vision (3DV), 2021. ([supp] [slides] [poster] [FB Research] [video])
Spotlight Presentation
2020
[] Multiclass Yeast Segmentation in Microstructured Environments with Deep Learning , In 2020 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB), 2020.
[] Attention-Based Transformers for Instance Segmentation of Cells in Microstructures , In 2020 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2020.
[] 4D generic video object proposals , In International Conference on Robotics and Automation (ICRA), 2020.
[] Single-Shot Panoptic Segmentation , In International Conference on Intelligent Robots and Systems (IROS), 2020.
[] Optimal least-squares solution to the hand-eye calibration problem , In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
[] LM-Reloc: Levenberg-Marquardt Based Direct Visual Relocalization , In International Conference on 3D Vision (3DV), 2020. ([arXiv][project page][video][supplementary][poster])
[] Distributed Photometric Bundle Adjustment , In International Conference on 3D Vision (3DV), 2020. ([project page][code])
Oral Presentation [] Robust Vision-Based Pose Correction for a Robotic Manipulator using Active Markers , In 17th International Symposium on Experimental Robotics (ISER), 2020. (to appear)
[] A Sparse Gaussian Approach to Region-Based 6DoF Object Tracking , In Asian Conference on Computer Vision, 2020. ()
Best Paper Award [] Incremental learning of EMG-based control commands using Gaussian Processes , In Conference on Robot Learning (CoRL), 2020. ()
[] Self-Supervised Object-in-Gripper Segmentation from Robotic Motions , In Conference on Robot Learning (CoRL), 2020. ()
[] Unsupervised Dense Shape Correspondence using Heat Kernels , In International Conference on 3D Vision (3DV), 2020. ([arxiv])
[] Simulated Annealing for 3D Shape Correspondence , In International Conference on 3D Vision (3DV), 2020.
Oral Presentation [] 4Seasons: A Cross-Season Dataset for Multi-Weather SLAM in Autonomous Driving , In Proceedings of the German Conference on Pattern Recognition (GCPR), 2020. ([project page][arXiv][video])
[] Learning Monocular 3D Vehicle Detection without 3D Bounding Box Labels , In Proceedings of the German Conference on Pattern Recognition (GCPR), 2020. ([project page][video])
[] PrimiTect: Fast Continuous Hough Voting for Primitive Detection , In International Conference on Robotics and Automation (ICRA), 2020.
[] Gaussian Process Gradient Maps for Loop-Closure Detection in Unstructured Planetary Environments , In International Conference on Intelligent Robots and Systems (IROS), 2020. (to appear)
[] Robust MUSIC-Based Sound Source Localization in Reverberant and Echoic Environments , In International Conference on Intelligent Robots and Systems (IROS), 2020. (to appear)
[] DH3D: Deep Hierarchical 3D Descriptors for Robust Large-Scale 6DoF Relocalization , In European Conference on Computer Vision (ECCV), 2020. ([project page][code][supplementary][arxiv])
Spotlight Presentation [] 3D Scene Reconstruction from a Single Viewport , In European Conference on Computer Vision (ECCV), 2020.
[] Effective Version Space Reduction for Convolutional Neural Networks , In European Conference on Machine Learning and Data Mining (ECML-PKDD), 2020. ([arxiv])
[] Estimating Model Uncertainty of Neural Networks in Sparse Information Form , In International Conference on Machine Learning (ICML), 2020.
[] Optimization of Graph Total Variation via Active-Set-based Combinatorial Reconditioning , In International Conference on Artificial Intelligence and Statistics (AISTATS), 2020. ([code])
[] Visual-Inertial Telepresence for Aerial Manipulation , In International Conference on Robotics and Automation (ICRA), 2020.
[] Non-Parametric Calibration for Classification , In International Conference on Artificial Intelligence and Statistics (AISTATS), 2020.
[] Multi-path Learning for Object Pose Estimation Across Domains , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
[] Information-Driven Direct RGB-D Odometry , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
Oral Presentation [] D3VO: Deep Depth, Deep Pose and Deep Uncertainty for Monocular Visual Odometry , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
Oral Presentation [] Efficient Derivative Computation for Cumulative B-Splines on Lie Groups , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
Oral Presentation [] Correspondence-Free Material Reconstruction using Sparse Surface Constraints , In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
[] Deep Shells: Unsupervised Shape Correspondence with Optimal Transport , In 34th Conference on Neural Information Processing Systems (NeurIPS), 2020. ([arXiv] [code])
[] Hamiltonian Dynamics for Real-World Shape Interpolation , In European Conference on Computer Vision (ECCV), 2020. ([arXiv] [code])
Spotlight Presentation [] Smooth Shells: Multi-Scale Shape Registration with Functional Maps , In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2020. ([pdf] [arXiv] [code])
Oral Presentation [] DirectShape: Photometric Alignment of Shape Priors for Visual Vehicle Pose and Shape Estimation , In Proc. of the IEEE International Conference on Robotics and Automation (ICRA), 2020. ([video][presentation][project page][supplementary][arxiv])
[] Homogeneous Linear Inequality Constraints for Neural Network Activations , In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2020. (URL, code)
[] Inferring Super-Resolution Depth from a Moving Light-Source Enhanced RGB-D Sensor: A Variational Approach , In IEEE Winter Conference on Applications of Computer Vision (WACV), 2020. ([poster] [presentation] [code] [cvf])
Spotlight Presentation [] 3D Deep Learning for Biological Function Prediction from Physical Fields , In International Conference on 3D Vision (3DV), 2020.
2019
[] Visual person understanding through multi-task and multi-dataset learning , In German Conference on Pattern Recognition (GCPR), 2019.
[] Introspective Robot Perception using Smoothed Predictions from Bayesian Neural Networks , In International Symposium on Robotics Research (ISRR), 2019.
[] Visual-inertial sensor fusion with a bio-inspired polarization compass for navigation of MAVs , In 11th International Micro Air Vehicle Competition and Conference (IMAV), 2019.
[] Informative GANs via Structured Regularization of Optimal Transport , In NeurIPS Workshop on Optimal Transport and Machine Learning, 2019.
[] Sparse Surface Constraints for Combining Physics-based Elasticity Simulation and Correspondence-Free Object Reconstruction , In arXiv preprint arXiv:1910.01812, 2019. ([pdf])
[] Multi-Frame GAN: Image Enhancement for Stereo Visual Odometry in Low Light , In Conference on Robot Learning (CoRL), 2019. ([arxiv],[supplementary],[video])
Full Oral Presentation [] Controlling Neural Networks via Energy Dissipation , In International Conference on Computer Vision (ICCV), 2019.
[] Visual Repetition Sampling for Robot Manipulation Planning , In International Conference on Robotics and Automation (ICRA), 2019.
[] Towards Generalizing Sensorimotor Control Across Weather Conditions , In Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2019. ([arXiv])
[] Approximating Orthogonal Matrices with Effective Givens Factorization , In Proceedings of the 36th International Conference on Machine Learning (ICML), 2019. (URL, code)
[] Flat Metric Minimization with Applications in Generative Modeling , In International Conference on Machine Learning (ICML), 2019. (arXiv:1905.04730, code, talk)
Full Oral Presentation [] Lifting Vectorial Variational Problems: A Natural Formulation based on Geometric Measure Theory and Discrete Exterior Calculus , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019. (arXiv:1905.00851, talk)
Oral Presentation [] Optimization of Inf-Convolution Regularized Nonconvex Composite Problems , In International Conference on Artificial Intelligence and Statistics (AISTATS), 2019.
[] Combining Depth Fusion and Photometric Stereo for Fine-Detailed 3D Models , In Scandinavian Conference on Image Analysis (SCIA), 2019. ([slides] [poster])
Oral Presentation, received the SCIA 2019 Honourable Mention award [] Divergence-Free Shape Correspondence by Deformation , In Computer Graphics Forum, volume 38, 2019. ([arxiv])
[] Rolling-Shutter Modelling for Visual-Inertial Odometry , In International Conference on Intelligent Robots and Systems (IROS), 2019. ([arxiv])
[] Negative-Unlabeled Learning for Diffusion MRI , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2019.
[] q-Space Novelty Detection with Variational Autoencoders , In MICCAI 2019 International Workshop on Computational Diffusion MRI, 2019.
Oral Presentation [] Convex Optimisation for Inverse Kinematics , In 2019 International Conference on 3D Vision (3DV), 2019.
Oral Presentation [] Variational Uncalibrated Photometric Stereo under General Lighting , In IEEE/CVF International Conference on Computer Vision (ICCV), 2019. ([supp] [poster] [matlab] [python] [cvf])
[] Photometric Segmentation: Simultaneous Photometric Stereo and Masking , In International Conference on 3D Vision (3DV), 2019. ([poster] [slides])
Spotlight Presentation [] Shape Correspondence with Isometric and Non-Isometric Deformations , In 12th Eurographics Workshop on 3D Object Retrieval, 3DOR@Eurographics 2019, Genoa, Italy, May 5-6, 2019 (S Biasotti, G Lavoué, RC. Veltkamp, eds.), Eurographics Association, 2019.
2018
[] Modular Vehicle Control for Transferring Semantic Information Between Weather Conditions Using GANs , In Conference on Robot Learning (CoRL), 2018. ([arXiv][videos][poster])
[] Simultaneous Calibration and Mapping , In International Symposium on Experimental Robotics (ISER), 2018.
[] 6DoF Pose Estimation for Industrial Manipulation based on Synthetic Data , In International Symposium on Experimental Robotics (ISER), 2018.
[] Robust Fitting of Subdivision Surfaces for Smooth Shape Analysis , In Proc. of the Int. Conference on 3D Vision (3DV), 2018. ([Code])
Received the Best Paper Award at 3DV 2018 [] Incremental Semi-Supervised Learning from Streams for Object Classification , In International Conference on Intelligent Robots and Systems (IROS), 2018. ([code])
[] Appearance-Based Along-Route Localization for Planetary Missions , In International Conference on Intelligent Robots and Systems (IROS), 2018.
[] Persistent Anytime Learning of Objects from Unseen Classes , In International Conference on Intelligent Robots and Systems (IROS), 2018.
Best Cognitive Robotics Paper Finalist [] Implicit 3D Orientation Learning for 6D Object Detection from RGB Images , In European Conference on Computer Vision (ECCV), 2018.
Best Paper Award [] The Double Sphere Camera Model , In Proc. of the Int. Conference on 3D Vision (3DV), 2018. ([arxiv])
[] Direct Sparse Odometry With Rolling Shutter , In European Conference on Computer Vision (ECCV), 2018. ([supplementary][arxiv])
Oral Presentation [] Deep Virtual Stereo Odometry: Leveraging Deep Depth Prediction for Monocular Direct Sparse Odometry , In European Conference on Computer Vision (ECCV), 2018. ([arxiv],[supplementary],[project])
Oral Presentation [] DeepWrinkles: Accurate and Realistic Clothing Modeling , In European Conference on Computer Vision (ECCV), 2018. ([Homepage], [Oral Presentation])
Oral Presentation [] LDSO: Direct Sparse Odometry with Loop Closure , In International Conference on Intelligent Robots and Systems (IROS), 2018. ([arxiv][video][code][project])
[] The TUM VI Benchmark for Evaluating Visual-Inertial Odometry , In International Conference on Intelligent Robots and Systems (IROS), 2018. ([arxiv])
[] Direct Sparse Visual-Inertial Odometry using Dynamic Marginalization , In International Conference on Robotics and Automation (ICRA), 2018. ([supplementary][video][arxiv])
[] Semantic Labeling of Indoor Environments from 3D RGB Maps , In International Conference on Robotics and Automation (ICRA), 2018.
[] Proximal Backpropagation , In International Conference on Learning Representations (ICLR), 2018. (arXiv:1706.04638, code)
[] Associative Deep Clustering - Training a Classification Network with no Labels , In Proc. of the German Conference on Pattern Recognition (GCPR), 2018.
[] q-Space Deep Learning for Alzheimer's Disease Diagnosis: Global Prediction and Weakly-Supervised Localization , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2018.
[] q-Space Novelty Detection in Short Diffusion MRI Scans of Multiple Sclerosis , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2018.
[] StaticFusion: Background Reconstruction for Dense RGB-D SLAM in Dynamic Environments , In 2018 IEEE International Conference on Robotics and Automation, ICRA 2018, Brisbane, Australia, May 21-25, 2018, IEEE, 2018.
[] Combinatorial Preconditioners for Proximal Algorithms on Graphs , In International Conference on Artificial Intelligence and Statistics (AISTATS), 2018.
[] A Nonconvex Proximal Splitting Algorithm under Moreau-Yosida Regularization , In International Conference on Artificial Intelligence and Statistics (AISTATS), 2018.
[] MRF Optimization with Separable Convex Prior on Partially Ordered Labels , In Computer Vision - ECCV 2018 - 15th European Conference, Munich, Germany, September 8-14, 2018, Proceedings, Part VIII (V Ferrari, M Hebert, C Sminchisescu, Y Weiss, eds.), Springer, volume 11212, 2018.
[] Discrete-Continuous ADMM for Transductive Inference in Higher-Order MRFs , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
[] Fight ill-posedness with ill-posedness: Single-shot variational depth super-resolution from shading , In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2018. ([supp] [poster] [slides] [code] [cvf] [video])
Spotlight Presentation [] Deep Depth From Focus , In Asian Conference on Computer Vision (ACCV), 2018. ([arxiv], Deep Depth From Focus,[dataset])
[] Joint Representation of Primitive and Non-primitive Objects for 3D Vision , In 2018 International Conference on 3D Vision, 3DV 2018, Verona, Italy, September 5-8, 2018, IEEE Computer Society, 2018.
[] Fusion of Head and Full-Body Detectors for Multi-Object Tracking , In 2018 IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2018, Salt Lake City, UT, USA, June 18-22, 2018, IEEE Computer Society, 2018.
2017
[] SAMP: Shape and Motion Priors for 4D Vehicle Reconstruction , In IEEE Winter Conference on Applications of Computer Vision, WACV, 2017.
[] Keyframe-Based Visual-Inertial Online SLAM with Relocalization , In IEEE/RSJ Int. Conference on Intelligent Robots and Systems, IROS, 2017.
[] Semi-Supervised Deep Learning for Monocular Depth Map Prediction , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
[] A Combinatorial Solution to Non-Rigid 3D Shape-to-Image Matching , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
[] A Variational Approach to Shape-from-shading Under Natural Illumination , In Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR), 2017. ([codes])
[] Experience-based Optimization of Robotic Perception , In International Conference on Advanced Robotics (ICAR), 2017.
[] How Robots Learn to Classify New Objects Trained from Small Data Sets , In Conference on Robot Learning (CoRL), 2017.
[] A Method for Hand-Eye and Camera-to-Camera Calibration for Limited Fields of View , In International Conference on Intelligent Robots and Systems (IROS), 2017.
[] Selecting CNN Features for Online Learning of 3D Objects , In International Conference on Intelligent Robots and Systems (IROS), 2017.
[] Sublabel-Accurate Discretization of Nonconvex Free-Discontinuity Problems , In International Conference on Computer Vision (ICCV), 2017. ([supp])
[] Stereo DSO: Large-Scale Direct Sparse Visual Odometry with Stereo Cameras , In International Conference on Computer Vision (ICCV), 2017. ([supplementary][video][arxiv][project])
[] Depth Super-Resolution Meets Uncalibrated Photometric Stereo , In IEEE International Conference on Computer Vision Workshops (ICCVW), 2017. ([code][slides] [cvf])
Oral Presentation at ICCV Workshop on Color and Photometry in Computer Vision [] Intrinsic3D: High-Quality 3D Reconstruction by Joint Appearance and Geometry Optimization with Spatially-Varying Lighting , In International Conference on Computer Vision (ICCV), 2017. ([slides] [poster] [dataset] [code])
[] Multiframe Scene Flow with Piecewise Rigid Motion , In International Conference on 3D Vision (3DV), 2017. ([slides] [poster] [supplementary])
Spotlight Presentation [] Multiframe Motion Coupling for Video Super Resolution , In Energy Minimization Methods in Computer Vision and Pattern Recognition - 11th International Conference, EMMCVPR 2017, Venice, Italy, October 30 - November 1, 2017, Revised Selected Papers (M Pelillo, ER. Hancock, eds.), Springer, volume 10746, 2017.
[] Efficient Online Surface Correction for Real-time Large-Scale 3D Reconstruction , In British Machine Vision Conference (BMVC), 2017. ([poster] [supplementary])
[] Efficient Deformable Shape Correspondence via Kernel Matching , In International Conference on 3D Vision (3DV), 2017. ([arxiv],[Code])
Oral Presentation [] Stéréophotométrie microscopique sans démosaïquage , In GRETSI, 2017.
[] Associative Domain Adaptation , In IEEE International Conference on Computer Vision (ICCV), 2017. ([code] [PDF from CVF])
[] Better Text Understanding Through Image-To-Text Transfer , In arxiv:1705.08386, 2017.
[] Dense Multi-view 3D-reconstruction Without Dense Correspondences , In ArXiv preprint 1704.00337, 2017. ([arxiv])
[] One-Shot Video Object Segmentation , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
[] Learning Proximal Operators: Using Denoising Networks for Regularizing Inverse Imaging Problems , In IEEE International Conference on Computer Vision (ICCV), 2017. ([arxiv], [code])
[] A Non-Convex Variational Approach to Photometric Stereo under Inaccurate Lighting , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. ([codes])
[] Simultaneous Reconstruction and Segmentation of CT Scans with Shadowed Data , In International Conference on Scale Space and Variational Methods in Computer Vision (SSVM), 2017.
[] Beyond Multi-view Stereo: Shading-Reflectance Decomposition , In International Conference on Scale Space and Variational Methods in Computer Vision (SSVM), 2017.
[] Semi-Calibrated Near-Light Photometric Stereo , In International Conference on Scale Space and Variational Methods in Computer Vision (SSVM), 2017. ([codes])
[] Real-Time Trajectory Replanning for MAVs using Uniform B-splines and a 3D Circular Buffer , In International Conference on Intelligent Robots and Systems (IROS), 2017. ([arxiv])
Best Paper Award - Finalist (link) [] KillingFusion: Non-rigid 3D Reconstruction without Correspondences , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
[] Learning by Association - A versatile semi-supervised training method for neural networks , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. ([code] [PDF from CVF])
[] Microgeometry capture and RGB albedo estimation by photometric stereo without demosaicing , In International Conference on Quality Control by Artificial Vision (QCAV), 2017. ([codes])
[] Establishment of an interdisciplinary workflow of machine learning-based Radiomics in sarcoma patients , In 23. Jahrestagung der Deutschen Gesellschaft für Radioonkologie (DEGRO), 2017.
[] Image-based localization using LSTMs for structured feature correlation , In IEEE International Conference on Computer Vision (ICCV), 2017. ([arxiv])
[] From Monocular SLAM to Autonomous Drone Exploration , In European Conference on Mobile Robots (ECMR), 2017. ([arXiv])
[] De-noising, Stabilizing and Completing 3D Reconstructions On-the-go using Plane Priors , In International Conference on Robotics and Automation (ICRA), 2017. ([video])
[] Product Manifold Filter: Non-Rigid Shape Correspondence via Kernel Density Estimation in the Product Space , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. ([Code], also check the related github repository)
[] Multi-View Deep Learning for Consistent Semantic Mapping with RGB-D Cameras , In International Conference on Intelligent Robots and Systems (IROS), 2017.
[] An Efficient Background Term for 3D Reconstruction and Tracking with Smooth Subdivision Surface Models , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. ([video])
[] Fast Odometry and Scene Flow from RGB-D Cameras based on Geometric Clustering , In Proc. of the IEEE Int. Conf. on Robotics and Automation (ICRA), 2017. ([video])
[] Real-time variational stereo reconstruction with applications to large-scale dense SLAM , In IEEE Intelligent Vehicles Symposium, IV 2017, Los Angeles, CA, USA, June 11-14, 2017, IEEE, 2017.
[] Map-based drone homing using shortcuts , In 2017 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, MFI 2017, Daegu, Korea (South), November 16-18, 2017, IEEE, 2017.
[] Nonlinear Spectral Image Fusion , In Scale Space and Variational Methods in Computer Vision - 6th International Conference, SSVM 2017, Kolding, Denmark, June 4-8, 2017, Proceedings (F. Lauze, Y. Dong, A. Dahl, eds.), Springer, volume 10302, 2017.
2016
[] Joint Object Pose Estimation and Shape Reconstruction in Urban Street Scenes Using 3D Shape Priors , In Proc. of the German Conference on Pattern Recognition (GCPR), 2016.
[] Scene Flow Propagation for Semantic Mapping and Object Discovery in Dynamic Street Scenes , In IEEE/RSJ Int. Conference on Intelligent Robots and Systems, IROS, 2016.
[] Unsupervised Learning of Shape-Motion Patterns for Objects in Urban Street Scenes , In British Machine Vision Conference (BMVC), 2016.
[] Scaling the world of monocular SLAM with INS-measurements for UAS navigation , In 19th International Conference on Information Fusion, FUSION 2016, Heidelberg, Germany, July 5-8, 2016, IEEE, 2016.
[] Learning to Drive using Inverse Reinforcement Learning and Deep Q-Networks , In , NIPS Workshops, 2016. ([arxiv])
[] A Convex Solution to Spatially-Regularized Correspondence Problems , In European Conference on Computer Vision (ECCV), 2016.
[] FuseNet: Incorporating Depth into Semantic Segmentation via Fusion-based CNN Architecture , In Asian Conference on Computer Vision, 2016. ([code])
[] Non-Rigid 3D Shape Retrieval via Large Margin Nearest Neighbor Embedding , In European Conference on Computer Vision (ECCV), 2016. ([code])
[] A position free boresight calibration for INS-camera systems , In 2016 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, MFI 2016, Baden-Baden, Germany, September 19-21, 2016, IEEE, 2016.
[] Sublabel-Accurate Convex Relaxation of Vectorial Multilabel Energies , In European Conference on Computer Vision (ECCV), 2016. ([supp] [code])
[] Direct Sparse Odometry , In arXiv:1607.02565, 2016.
[] A Photometrically Calibrated Benchmark For Monocular Visual Odometry , In arXiv:1607.02555, 2016.
[] CPA-SLAM: Consistent Plane-Model Alignment for Direct RGB-D SLAM , In International Conference on Robotics and Automation (ICRA), 2016.
[] Sublabel-Accurate Relaxation of Nonconvex Energies , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016. ([supp] [code])
Oral Presentation, Received the Best Paper Honorable Mention Award at CVPR 2016 [] SHREC’16: Partial Matching of Deformable Shapes , In Proc. of Eurographics Workshop on 3D Object Retrieval (3DOR), 2016. (to appear)
[] SHREC’16: Matching of Deformable Shapes with Topological Noise , In Proc. of Eurographics Workshop on 3D Object Retrieval (3DOR), 2016. ([Dataset])
[] Stream-based Active Learning for Efficient and Adaptive Classification of 3D Objects , In International Conference on Robotics and Automation (ICRA), 2016.
[] Direct Visual-Inertial Odometry with Stereo Cameras , In International Conference on Robotics and Automation (ICRA), 2016.
[] Efficient Globally Optimal 2D-to-3D Deformable Shape Matching , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016. ([Code], [Homepage])
[] Protein Contact Prediction from Amino Acid Co-Evolution Using Convolutional Networks for Graph-Valued Images , In Annual Conference on Neural Information Processing Systems (NIPS), 2016. ([video])
Oral Presentation (acceptance rate: under 2%) [] Model-Free Novelty-Based Diffusion MRI , In IEEE International Symposium on Biomedical Imaging (ISBI), 2016.
[] A Large Dataset to Train Convolutional Networks for Disparity, Optical Flow, and Scene Flow Estimation , In 2016 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2016, Las Vegas, NV, USA, June 27-30, 2016, IEEE Computer Society, 2016.
[] Planar Odometry from a Radial Laser Scanner. A Range Flow-based Approach , In Proc. of the IEEE Int. Conf. on Robotics and Automation (ICRA), 2016. ([video])
[] A game-theoretical approach for joint matching of multiple feature throughout unordered images , In 23rd International Conference on Pattern Recognition, ICPR 2016, Cancún, Mexico, December 4-8, 2016, IEEE, 2016.
2015
[] A Novel Framework for Nonlocal Vectorial Total Variation Based on $\ell^{p,q,r}$−norms , In Proceedings of the 10th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition, Springer International Publishing, 2015.
[] Model-Based Tracking at 300Hz using Raw Time-of-Flight Observations , In IEEE International Conference on Computer Vision (ICCV), 2015. ([video])
[] Video Segmentation with Just a Few Strokes , In IEEE International Conference on Computer Vision (ICCV), 2015.
[] CAPTCHA Recognition with Active Deep Learning , In GCPR Workshop on New Challenges in Neural Computation, 2015. ([code])
[] Entropy Minimization for Convex Relaxation Approaches , In IEEE International Conference on Computer Vision (ICCV), 2015. (accepted)
[] Dense Continuous-Time Tracking and Mapping with Rolling Shutter RGB-D Cameras , In IEEE International Conference on Computer Vision (ICCV), 2015. ([video][supplementary][datasets])
[] Point-wise Map Recovery and Refinement from Functional Correspondence , In Proceedings Vision, Modeling and Visualization (VMV), 2015.
Received the Best Paper Award [] Motion Cooperation: Smooth Piece-Wise Rigid Scene Flow from RGB-D Images , In Proc. of the Int. Conference on 3D Vision (3DV), 2015. ([video])
[] Reconstructing Street-Scenes in Real-Time From a Driving Car , In Proc. of the Int. Conference on 3D Vision (3DV), 2015.
[] Super-Resolution Keyframe Fusion for 3D Modeling with High-Quality Textures , In International Conference on 3D Vision (3DV), 2015. ([slides] [poster])
[] Semi-supervised Online Learning for Efficient Classification of Objects in 3D Data Streams , In International Conference on Intelligent Robots and Systems (IROS), 2015.
[] Large-Scale Direct SLAM for Omnidirectional Cameras , In International Conference on Intelligent Robots and Systems (IROS), 2015.
[] Large-Scale Direct SLAM with Stereo Cameras , In International Conference on Intelligent Robots and Systems (IROS), 2015.
[] Real-Time Object Detection, Localization and Verification for Fast Robotic Depalletizing , In International Conference on Intelligent Robots and Systems (IROS), 2015.
[] SPENCER: A Socially Aware Service Robot for Passenger Guidance and Help in Busy Airports , In Proc. Field and Service Robotics (FSR), 2015.
[] FlowNet: Learning Optical Flow with Convolutional Networks , In IEEE International Conference on Computer Vision (ICCV), 2015. ([video],[code])
[] q-Space Deep Learning for Twelve-Fold Shorter and Model-Free Diffusion MRI Scans , In Medical Image Computing and Computer Assisted Intervention (MICCAI), 2015.
[] Free-Breathing, Self-Navigated RUFIS Lung Imaging with Motion Compensated Image Reconstruction , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2015.
[] Robustness of Phase Sensitive Reconstruction in Diffusion Spectrum Imaging , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2015.
[] Using Diffusion and Structural MRI for the Automated Segmentation of Multiple Sclerosis Lesions , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2015.
[] Active Online Confidence Boosting for Efficient Object Classification , In Proc. IEEE International Conference on Robotics and Automation (ICRA), 2015.
[] Adopting an Unconstrained Ray Model in Light-field Cameras for 3D Shape Reconstruction , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015.
[] Analysis of Surface Parametrizations for Modern Photometric Stereo Modeling , In International Conference on Quality Control by Artificial Vision (QCAV), 2015.
[] A Fast Projection Method for Connectivity Constraints in Image Segmentation , In Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR) (X.-C. Tai, E. Bae, T. F. Chan, M. Lysaker, eds.), 2015.
[] A Primal-Dual Framework for Real-Time Dense RGB-D Scene Flow , In Proc. of the IEEE Int. Conf. on Robotics and Automation (ICRA), 2015. ([video])
[] Low Rank Priors for Color Image Regularization , In Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR), 2015.
[] グラフマッチング学習を用いたRGB-D画像からの物体検出 [Graph matching gakushuu wo mochiita RGB-D gazou kara no buttai kenshutsu] - Learning graph matching for object detection from RGB-D images , In 第20回ロボティクスシンポジア - Robotics Symposia (RS), 2015.
[] Optimizing the Relevance-Redundancy Tradeoff for Efficient Semantic Segmentation , In Scale Space and Variational Methods in Computer Vision (SSVM), 2015. ([code])
Oral Presentation [] Interactive Multi-label Segmentation of RGB-D Images , In Scale Space and Variational Methods in Computer Vision (SSVM), 2015. ([code])
[] Learning Nonlinear Spectral Filters for Color Image Reconstruction , In IEEE International Conference on Computer Vision (ICCV), 2015.
2014
[] Dense Elastic 3D Shape Matching , In Global Optimization Methods, Springer, volume 8293, 2014.
[] Mobile Teleoperation Interfaces with Adjustable Autonomy for Personal Service Robots , In Proceedings of the 2014 ACM/IEEE International Conference on Human-robot Interaction, Advances in Computational Mathematics, 2014.
[] Local multi-resolution representation for 6D motion estimation and mapping with a continuously rotating 3D laser scanner , In Proc. of the IEEE Int. Conf. on Robotics and Automation (ICRA), 2014.
[] Efficient deformable registration of multi-resolution surfel maps for object manipulation skill transfer , In Proc. of the IEEE International Conference on Robotics and Automation (ICRA), 2014.
[] Combining the Strengths of Sparse Interest Point and Dense Image Registration for RGB-D Odometry , In Proc. of the Joint 45th International Symposium on Robotics (ISR) and 8th German Conference on Robotics (ROBOTIK), 2014.
[] Local Multi-Resolution Surfel Grids for MAV Motion Estimation and 3D Mapping , In Proc. of the 13th International Conference on Intelligent Autonomous Systems (IAS), 2014.
[] Adaptive Tool-Use Strategies for Anthropomorphic Service Robots , In Proc. of the 14th IEEE-RAS International Conference on Humanoid Robots (Humanoids), 2014.
[] Towards Illumination-invariant 3D Reconstruction using ToF RGB-D Cameras , In International Conference on 3D Vision (3DV), 2014. ([supplementary])
[] INS-Camera Calibration without Ground Control Points , In 9th IEEE ISIF Workshop on Sensor Data Fusion: Trends, Solutions, Applications (SDF), 2014.
[] Learning Similarities for Rigid and Non-Rigid Object Detection , In International Conference on 3D Vision (3DV), 2014.
[] Environment-adaptive Learning: How Clustering Helps to Obtain Good Training Data , In KI 2014: Advances in Artificial Intelligence (C Lutz, M Thielscher, eds.), Springer, 2014.
[] Active Online Learning for Interactive Segmentation Using Sparse Gaussian Processes , In German Conference on Pattern Recognition, 2014.
[] Visual-Inertial Navigation for a Camera-Equipped 25g Nano-Quadrotor , In IROS2014 Aerial Open Source Robotics Workshop, 2014.
[] Anisotropic Laplace-Beltrami Operators for Shape Analysis , In Sixth Workshop on Non-Rigid Shape Analysis and Deformable Image Alignment (NORDIA), 2014.
[] 対応点集合類似度学習を用いた剛体・非剛体物体検出 [Taiou tenshuugou ruijido gakushuu wo mochiita goutai-higoutai buttai kenshutsu] , In 信学技報 - Pattern Recognition and Media Understanding (PRMU), volume 114, 2014.
[] RGB-D画像からの物体検出における対応点集合類似度の学習 [RGB-D gazou kara no buttai kenshutsu ni okeru taiou tenshuugou ruijido no gakushuu] , In 第32回日本ロボット学会学術講演会 - The Robotics Society of Japan (RSJ), 2014.
2015 研究奨励賞 Encouragement Award [] Real-Time Minimization of the Piecewise Smooth Mumford-Shah Functional , In European Conference on Computer Vision (ECCV), 2014. (Code available)
[] Generalized Connectivity Constraints for Spatio-temporal 3D Reconstruction , In European Conference on Computer Vision (ECCV), 2014.
[] Co-Sparse Textural Similarity for Interactive Segmentation , In European Conference on Computer Vision (ECCV), 2014.
[] Surface Normal Integration for Convex Space-time Multi-view Reconstruction , In British Machine Vision Conference (BMVC), 2014.
[] Spatial and Temporal Interpolation of Multi-View Image Sequences , In German Conference on Pattern Recognition (GCPR), volume 36, 2014.
[] Submap-based Bundle Adjustment for 3D Reconstruction from RGB-D Data , In German Conference on Pattern Recognition (GCPR), 2014. ([slides])
Oral Presentation [] Flow and Color Inpainting for Video Completion , In German Conference on Pattern Recognition (GCPR), 2014.
Oral Presentation [] Optimal Intrinsic Descriptors for Non-Rigid Shape Analysis , In British Machine Vision Conference (BMVC), 2014.
[] Semi-Dense Visual Odometry for AR on a Smartphone , In International Symposium on Mixed and Augmented Reality, 2014.
Best Short Paper Award [] LSD-SLAM: Large-Scale Direct Monocular SLAM , In European Conference on Computer Vision (ECCV), 2014.
Oral Presentation [] Collision Avoidance for Quadrotors with a Monocular Camera , In Proc. of The 12th International Symposium on Experimental Robotics (ISER), 2014.
[] Sequential Convex Relaxation for Mutual-Information-Based Unsupervised Figure-Ground Segmentation , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014.
[] Dense Non-Rigid Shape Correspondence Using Random Forests , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014.
[] Volumetric 3D Mapping in Real-Time on a CPU , In International Conference on Robotics and Automation (ICRA), 2014.
[] Event-based 3D SLAM with a depth-augmented dynamic vision sensor , In International Conference on Robotics and Automation (ICRA), 2014.
[] Improved Diffusion Kurtosis Imaging and Direct Propagator Estimation Using 6-D Compressed Sensing , In Organization for Human Brain Mapping (OHBM) Annual Meeting, 2014.
[] Semi-Joint Reconstruction for Diffusion MRI Denoising Imposing Similarity of Edges in Similar Diffusion-Weighted Images , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2014.
[] Direct Reconstruction of the Average Diffusion Propagator with Simultaneous Compressed-Sensing-Accelerated Diffusion Spectrum Imaging and Image Denoising by Means of Total Generalized Variation Regularization , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2014.
[] Total Variation-Regularized Compressed Sensing Reconstruction for Multi-Shell Diffusion Kurtosis Imaging , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2014.
[] Novel Acquisition Scheme for Diffusion Kurtosis Imaging Based on Compressed-Sensing Accelerated DSI Yielding Superior Image Quality , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2014.
2013
[] Planar simplification and texturing of dense point cloud maps , In Mobile Robots (ECMR), 2013 European Conference on, 2013.
[] Fast Trust Region for Segmentation , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013.
[] Mobile bin picking with an anthropomorphic service robot , In Proc. of the IEEE International Conference on Robotics and Automation (ICRA), 2013.
[] Hierarchical Object Discovery and Dense Modelling From Motion Cues in RGB-D Video , In Proc. of the 23rd International Joint Conference on Artificial Intelligence (IJCAI), IJCAI/AAAI, 2013.
[] Combining contour and shape primitives for object detection and pose estimation of prefabricated parts , In Proc. of the 20th IEEE International Conference on Image Processing (ICIP), 2013.
[] Distinctive 3D surface entropy features for place recognition. , In Proc. of the European Conference on Mobile Robots (ECMR), IEEE, 2013.
[] Joint detection and pose tracking of multi-resolution surfel models in RGB-D , In Proc. of the European Conference on Mobile Robots (ECMR), IEEE, 2013.
[] Efficient Dense 3D Rigid-Body Motion Segmentation in RGB-D Video , In Proc. of the British Machine Vision Conference (BMVC), 2013.
[] Multi-resolution surfel mapping and real-time pose tracking using a continuously rotating 2D laser scanner , In Proc. of the IEEE International Symposium on Safety, Security, and Rescue Robotics (SSRR), 2013.
[] Relaxations for Minimizing Metric Distortion and Elastic Energies for 3D Shape Matching , In Actes des recontres du CIRM: Courbure discrete: théorie et applications, volume 3, 2013.
[] Driven Learning for Driving: How Introspection Improves Semantic Mapping , In The International Symposium on Robotics Research (ISRR), 2013.
[] Interactive Person Following and Gesture Recognition with a Flying Robot , In Proc. of the Assistance and Service Robotics Workshop (ASROB) at the IEEE. Int. Conf. on Intelligent Robots and Systems (IROS), 2013.
[] Large-Scale Multi-Resolution Surface Reconstruction from RGB-D Sequences , In IEEE International Conference on Computer Vision (ICCV), 2013.
[] A Convex Relaxation Approach to Space Time Multi-view 3D Reconstruction , In ICCV Workshop on Dynamic Shape Capture and Analysis (4DMOD), 2013.
[] Fast and Accurate Large-scale Stereo Reconstruction using Variational Methods , In ICCV Workshop on Big Data in 3D Computer Vision, 2013.
[] Tree Shape Priors with Connectivity Constraints using Convex Relaxation on General Graphs , In IEEE International Conference on Computer Vision (ICCV), 2013.
Oral Presentation [] Proportion Priors for Image Sequence Segmentation , In IEEE International Conference on Computer Vision (ICCV), 2013. (oral presentation)
[] Total Variation Regularization for Functions with Values in a Manifold , In IEEE International Conference on Computer Vision (ICCV), 2013.
[] Elastic Net Constraints for Shape Matching , In IEEE International Conference on Computer Vision (ICCV), 2013.
[] Semi-Dense Visual Odometry for a Monocular Camera , In IEEE International Conference on Computer Vision (ICCV), 2013.
[] Efficient Shape Matching using Vector Extrapolation , In British Machine Vision Conference (BMVC), 2013.
[] CopyMe3D: Scanning and Printing Persons in 3D , In German Conference on Pattern Recognition (GCPR), 2013.
[] Graph-based bundle adjustment for INS-camera calibration , In Unmanned Aerial Vehicle in Geomatics (UAV-g), 2013.
Best research paper award [] Dense Tracking and Mapping with a Quadrocopter , In Unmanned Aerial Vehicle in Geomatics (UAV-g), 2013.
[] Scale-Aware Object Tracking with Convex Shape Constraints on RGB-D Images , In German Conference on Pattern Recognition (GCPR), 2013.
[] FollowMe: Person Following and Gesture Recognition with a Quadrocopter , In Proc. of the Int. Conf. on Intelligent Robot Systems (IROS), 2013.
[] Dense Visual SLAM for RGB-D Cameras , In Proc. of the Int. Conf. on Intelligent Robot Systems (IROS), 2013.
[] Efficient Convex Optimization for Minimal Partition Problems with Volume Constraints , In Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR), 2013.
[] Performance Evaluation of Narrow Band Methods for Variational Stereo , In 35th German Conference on Pattern Recognition (GCPR), 2013.
[] A Co-occurrence Prior for Continuous Multi-Label Optimization , In Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR), 2013.
[] Learning Probabilistic Models for Mobile Manipulation Robots , In Proc. of the International Joint Conference on Artificial Intelligence (IJCAI), Track on Best papers in Sister Conferences, 2013.
[] Direct Camera Pose Tracking and Mapping With Signed Distance Functions , In Demo Track of the RGB-D Workshop on Advanced Reasoning with Depth Cameras at the Robotics: Science and Systems Conference (RSS), 2013.
[] Real-Time Camera Tracking and 3D Reconstruction Using Signed Distance Functions , In Robotics: Science and Systems Conference (RSS), 2013.
[] Introspective Active Learning for Scalable Semantic Mapping , In Workshop on Active Learning in Robotics: Exploration, Curiosity, and Interaction at Robotics: Science and Systems, 2013.
[] Confidence Boosting: Improving the Introspectiveness of a Boosted Classifier for Efficient Learning , In Autonomous Learning Workshop at ICRA, 2013.
[] Depth-adative Supervoxels for RGB-D Video Segmentation , In Proceedings of the IEEE International Conference on Image Processing, 2013.
[] Knowing When We Don’t Know: Introspective Classification for Mission-Critical Decision Making , In IEEE International Conference on Robotics and Automation (ICRA), 2013.
[] Toward Automated Driving in Cities using Close-to-Market Sensors , In Proc. of IEEE Intelligent Vehicles Symposium, 2013.
[] Volume Constraints for Single View Reconstruction , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013.
[] Robust Odometry Estimation for RGB-D Cameras , In International Conference on Robotics and Automation (ICRA), 2013.
Best Vision Paper Award - Finalist [] Noise Reduction in Accelerated Diffusion Spectrum Imaging through Integration of SENSE Reconstruction into Joint Reconstruction in Combination with q-Space Compressed Sensing , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2013.
[] Phase Sensitive Reconstruction in Diffusion Spectrum Imaging Enabling Velocity Encoding and Unbiased Noise Distribution , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2013.
[] SNR-dependent Quality Assessment of Compressed-Sensing-Accelerated Diffusion Spectrum Imaging Using a Fiber Crossing Phantom , In International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting, 2013.
[] Corrected Joint SENSE Reconstruction, Low-Rank Constraints, and Compressed-Sensing-Accelerated Diffusion Spectrum Imaging in Denoising and Kurtosis Tensor Estimation , In ISMRM Workshop on Diffusion as a Probe of Neural Tissue Microstructure, 2013.
[] Reconstruction, Regularization, and Quality in Diffusion MRI Using the Example of Accelerated Diffusion Spectrum Imaging , In 16th Annual Meeting of the German Chapter of the ISMRM, 2013.
Oral Presentation [] Line-Process-Based Joint SENSE Reconstruction of Diffusion Images with Intensity Inhomogeneity Correction and Noise Non-Stationarity Correction , In European Society for Magnetic Resonance in Medicine and Biology (ESMRMB) Annual Meeting, 2013.
Certificate of Merit Award [] Effects of Low-Rank Constraints, Line-Process Denoising, and q-Space Compressed Sensing on Diffusion MR Image Reconstruction and Kurtosis Tensor Estimation , In European Society for Magnetic Resonance in Medicine and Biology (ESMRMB) Annual Meeting, 2013.
Oral Presentation [] Proximity Priors for Variational Semantic Segmentation and Recognition , In ICCV Workshop on Graphical Models for Scene Understanding, 2013.
[] Convex Optimization for Scene Understanding , In ICCV Workshop on Graphical Models for Scene Understanding, 2013.
[] Can a fully unconstrained imaging model be applied effectively to central cameras? , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013.
[] Top-down visual search in Wimmelbild , In Proceedings of SPIE, Human Vision and Electronic Imaging XVIII, 2013.
[] Wimmelbild Analysis with Approximate Curvature Coding Distance Images , In Scale Space and Variational Methods in Computer Vision (A. Kuijper, K. Bredies, T. Pock, H. Bischof, eds.), Springer, volume 7893, 2013.
Oral Presentation
2012
[] Segmentation with non-linear regional constraints via line-search cuts , In European Conference on Computer Vision (ECCV), Springer, volume 7572, 2012.
[] Hausdorff Distance Constraint for Multi-Surface Segmentation , In European Conference on Computer Vision (ECCV), Springer, volume 7572, 2012.
[] Furniture Classification using WWW CAD Models , In IROS'12 Workshop on Active Semantic Perception, 2012.
[] Robust Real-Time Registration of RGB-D Images using Multi-Resolution Surfel Representations , In Proc. of ROBOTIK, VDE-Verlag, 2012.
[] Efficient Mobile Robot Navigation using 3D Surfel Grid Maps , In Proc. of ROBOTIK, VDE-Verlag, 2012.
[] Shape-Primitive Based Object Recognition and Grasping , In Proc. of ROBOTIK, VDE-Verlag, 2012.
[] Model Learning and Real-Time Tracking Using Multi-Resolution Surfel Maps , In , 2012.
[] Adaptive Multi-cue 3D Tracking of Arbitrary Objects , In DAGM/OAGM Symposium (A Pinz, T Pock, H Bischof, F Leberl, eds.), Springer, volume 7476, 2012.
[] SURE: Surface Entropy for Distinctive 3D Features , In Proc. of Spatial Cognition, 2012.
[] Adjustable autonomy for mobile teleoperation of personal service robots , In Proc. of the IEEE Int. Symp. on Robot and Human Interactive Communication, 2012.
[] Integrating depth and color cues for dense multi-resolution scene mapping using RGB-D cameras , In Proc. of the IEEE Int. Conf. on Multisensor Fusion and Integration for Intelligent Systems (MFI), 2012.
[] Semantic mapping using object-class segmentation of RGB-D images , In Proc. of the IEEE/RSJ Int. Conf. on Intelligent Robots and Systems (IROS), 2012.
[] Bayesian calibration of the hand-eye kinematics of an anthropomorphic robot , In Proc. of the 12th IEEE-RAS Int. Conf. on Humanoid Robots (Humanoids), 2012.
[] Parsing Outdoor Scenes from Streamed 3D Laser Data Using Online Clustering and Incremental Belief Updates , In Robotics Track of AAAI Conference on Artificial Intelligence, 2012.
[] Semantic Categorization of Outdoor Scenes with Uncertainty Estimates using Multi-Class Gaussian Process Classification , In Proc. of the International Conference on Intelligent Robots and Systems (IROS), 2012.
[] Wehrli 2.0: An Algorithm for ”Tidying up Art” , In VISART “Where Computer Vision Meets Art” workshop, ECCV 2012, Springer, 2012.
[] Comparison of Diffusion Kurtosis Tensor Estimation Methods in an Advanced Quality Assessment Framework , In European Society for Magnetic Resonance in Medicine and Biology (ESMRMB) Annual Meeting, 2012.
[] Evaluation of DSI Imaging with Compressed Sensing under the Presence of Different Noise Levels on a Diffusion Phantom , In European Society for Magnetic Resonance in Medicine and Biology (ESMRMB) Annual Meeting, 2012.
[] Evaluating Egomotion and Structure-from-Motion Approaches Using the TUM RGB-D Benchmark , In Proc. of the Workshop on Color-Depth Camera Fusion in Robotics at the IEEE/RJS International Conference on Intelligent Robot Systems (IROS), 2012.
[] Accurate Figure Flying with a Quadrocopter Using Onboard Visual and Inertial Sensing , In Proc. of the Workshop on Visual Control of Mobile Robots (ViCoMoR) at the IEEE/RJS International Conference on Intelligent Robot Systems (IROS), 2012.
[] A Benchmark for the Evaluation of RGB-D SLAM Systems , In Proc. of the International Conference on Intelligent Robot Systems (IROS), 2012.
[] Camera-Based Navigation of a Low-Cost Quadrocopter , In Proc. of the International Conference on Intelligent Robot Systems (IROS), 2012.
[] A Convex Representation for the Vectorial Mumford-Shah Functional , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2012.
[] Fast and Globally Optimal Single View Reconstruction of Curved Objects , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2012.
[] QPBOアルゴリズムの多値化による非劣モジュラエネルギー最小化 [QPBO arugorizumu no tachika ni yoru hiretsu mojura enerugī saishōka] , In Meeting on Image Recognition and Understanding, 2012.
[] Generalized Roof Duality for Multi-Label Optimization: Optimal Lower Bounds and Persistency , In European Conference on Computer Vision (ECCV), 2012.
[] Nonmetric Priors for Continuous Multilabel Optimization , In European Conference on Computer Vision (ECCV), Springer, 2012.
[] Real-Time Human Motion Tracking using Multiple Depth Cameras , In Proc. of the International Conference on Intelligent Robot Systems (IROS), 2012.
[] Box-Particle PHD Filter for Multi-Target Tracking , In 15th International Conference on Information Fusion (FUSION), 2012.
[] Box-Particle Intensity Filter , In 9th IET Data Fusion and Target Tracking Conference, 2012.
[] Nonparametric Bayesian Models for Unsupervised Scene Analysis and Reconstruction , In Proceedings of Robotics: Science and Systems, 2012.
[] A Generalized Framework for Opening Doors and Drawers in Kitchen Environments , In International Conference on Robotics and Automation (ICRA), 2012.
[] An Evaluation of the RGB-D SLAM System , In International Conference on Robotics and Automation (ICRA), 2012.
[] A game-theoretic approach to deformable shape matching , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2012.
2011
[] Interactive Segmentation with Super-Labels , In Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR), Springer, volume 6819, 2011.
[] Multilinear Model Estimation with L2-Regularization , In Pattern Recognition (Proc. DAGM), Springer, volume 6835, 2011.
[] Learning to Interpret Pointing Gestures with a Time-of-flight Camera , In Proceedings of the 6th International Conference on Human-robot Interaction, Advances in Computational Mathematics, 2011.
[] Interest point detection in depth images through scale-space surface analysis , In Proc. of the IEEE Int. Conf. on Robotics and Automation (ICRA), 2011.
[] Towards joint attention for a domestic service robot - person awareness and gesture recognition using Time-of-Flight cameras , In Proc. of the IEEE Int. Conf. on Robotics and Automation (ICRA), 2011.
[] Compliant Task-Space Control with Back-Drivable Servo Actuators , In RoboCup (T Röfer, NM Mayer, J Savage, U Saranli, eds.), Springer, volume 7416, 2011.
[] Real-Time 3D Perception and Efficient Grasp Planning for Everyday Manipulation Tasks. , In Proc. of the European Conf. on Mobile Robots (ECMR), 2011.
[] Following human guidance to cooperatively carry a large object , In Proc. of the 11th IEEE-RAS Int. Conf. on Humanoid Robots (Humanoids), 2011.
[] Efficient Multi-resolution Plane Segmentation of 3D Point Clouds , In Proc. of the Int. Conf. on Intelligent Robotics and Applications (ICIRA) (S Jeschke, H Liu, D Schilberg, eds.), Springer Berlin Heidelberg, volume 7102, 2011.
[] Bayesian On-line Learning of Driving Behaviors , In International Conference on Robotics and Automation (ICRA), 2011.
[] Unsupervised 3D Object Discovery and Categorization for Mobile Robots , In Proc. of the International Symposium on Robotics Research (ISRR), 2011.
[] A Survey on Geometry Recovery from a Single Image with Focus on Curved Object Reconstruction , In Proceedings of the 2011 Conference on Innovations for Shape Analysis: Models and Algorithms, Springer-Verlag, 2011.
[] Silhouette-Based Variational Methods for Single View Reconstruction , In Proceedings of the 2010 international conference on Video Processing and Computational Video (D. Cremers, M. A. Magnor, M. R. Oswald, L. Zelnik-Manor, eds.), Springer-Verlag, 2011.
[] Multi-object tracking via high accuracy optical flow and finite set statistics , In International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2011.
[] Multiple Emitter Localization Using a Realistic Airborne Array Sensor , In 14th International Conference on Information Fusion (FUSION), 2011.
[] Sequential Monte Carlo Method for the iFilter , In 14th International Conference on Information Fusion (FUSION), 2011.
[] Pixel-based Classification Method for Detecting Unhealthy Regions in Leaf Images , In 6th IEEE ISIF Workshop on Sensor Data Fusion: Trends, Solutions, Applications (SDF), 2011.
[] Multiple Source Localization Based on Biased Bearings Using the Intensity Filter - Approach and Experimental Results , In 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2011.
[] Mobile Manipulation of Kitchen Containers , In Proc. of the IROS'11 Workshop on Results, Challenges and Lessons Learned in Advancing Robots with a Common Platform, 2011.
[] Real-Time Visual Odometry from Dense RGB-D Images , In Workshop on Live Dense Reconstruction with Moving Cameras at the Intl. Conf. on Computer Vision (ICCV), 2011.
[] The Wave Kernel Signature: A Quantum Mechanical Approach To Shape Analysis , In IEEE International Conference on Computer Vision (ICCV) - Workshop on Dynamic Shape Capture and Analysis (4DMOD), 2011.
[] A Convex Framework for Image Segmentation with Moment Constraints , In IEEE International Conference on Computer Vision (ICCV), 2011.
[] Space-Varying Color Distributions for Interactive Multiregion Segmentation: Discrete versus Continuous Approaches , In Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR), 2011.
[] Towards a benchmark for RGB-D SLAM evaluation , In Proc. of the RGB-D Workshop on Advanced Reasoning with Depth Cameras at Robotics: Science and Systems Conf. (RSS), 2011.
[] Real-time 3D visual SLAM with a hand-held camera , In Proc. of the RGB-D Workshop on 3D Perception in Robotics at the European Robotics Forum, 2011.
[] Learning the State Transition Model to Efficiently Clean Surfaces with Mobile Manipulation Robots , In Proc. of the Workshop on Manipulation under Uncertainty at the IEEE Int. Conf. on Robotics and Automation (ICRA), 2011.
[] Generalized Ordering Constraints for Multilabel Optimization , In IEEE International Conference on Computer Vision (ICCV), 2011. (oral presentation)
[] Decoupling Photometry and Geometry in Dense Variational Camera Calibration , In IEEE International Conference on Computer Vision (ICCV), 2011.
[] Tight Convex Relaxations for Vector-Valued Labeling Problems , In IEEE International Conference on Computer Vision (ICCV), 2011.
[] Introducing Total Curvature for Image Processing , In IEEE International Conference on Computer Vision (ICCV), 2011.
[] Total Variation for Cyclic Structures: Convex Relaxation and Efficient Minimization , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2011.
[] On a linear programming approach to the discrete Willmore boundary value problem and generalizations , In Curves and Surfaces 2011 (J.-D. Bet al., ed.), 2011.
[] Pose-Consistent 3D Shape Segmentation Based on a Quantum Mechanical Feature Descriptor , In Pattern Recognition (Proc. DAGM), Springer, 2011.
[] Geometrically Consistent Elastic Matching of 3D Shapes: A Linear Programming Solution , In IEEE International Conference on Computer Vision (ICCV), 2011.
[] Sampling Relevant Points for Surface Registration , In International Conference on 3D Imaging, Modeling, Processing, Visualization and Transmission (3DIMPVT), 2011.
[] A Non-Cooperative Game for 3D Object Recognition in Cluttered Scenes , In International Conference on 3D Imaging, Modeling, Processing, Visualization and Transmission (3DIMPVT), 2011.
[] RUNE-Tag: a High Accuracy Fiducial Marker with Strong Occlusion Resilience , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2011.
[] Multiview Registration via Graph Diffusion of Dual Quaternions , In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2011.
2010
[] Becoming action-aware through reasoning about logged plan execution traces , In International Conference on Intelligent Robots and Systems (IROS), 2010.
[] Using Time-of-Flight cameras with active gaze control for 3D collision avoidance , In Proc. of the IEEE Int. Conf. on Robotics and Automation (ICRA), 2010.
[] Improving indoor navigation of autonomous robots by an explicit representation of doors , In Proc. of the IEEE Int. Conf. on Robotics and Automation (ICRA), 2010.
[] Intuitive Multimodal Interaction for Domestic Service Robots , In Proc. of the ISR/ROBOTIK, VDE Verlag, 2010.
[] Learning Motion Skills from Expert Demonstrations and Own Experience using Gaussian Process Regression , In Proc. of the ISR/ROBOTIK, VDE Verlag, 2010.
[] Utilizing the Structure of Field Lines for Efficient Soccer Robot Localization , In RobuCup (JR del Solar, E Chown, PG Plöger, eds.), Springer, volume 6556, 2010.
[] Towards Semantic Scene Analysis with Time-of-flight Cameras , In RobuCup (JR del Solar, E Chown, PG Plöger, eds.), Springer, volume 6556, 2010.
[] Improving People Awareness of Service Robots by Semantic Scene Knowledge , In RobuCup (JR del Solar, E Chown, PG Plöger, eds.), Springer, volume 6556, 2010.
[] Combining depth and color cues for scale- and viewpoint-invariant object segmentation and recognition using Random Forests , In Proc. of the IEEE/RSJ Int. Conf. on Intelligent Robots and Systems (IROS), 2010.
[] Improving imitated grasping motions through interactive expected deviation learning , In Proc. of the 10th IEEE-RAS Int. Conf. on Humanoid Robots (Humanoids), 2010.
[] Inferring the Semantics of Direction Signs in Public Places , In International Conference on Robotics and Automation (ICRA), 2010.
[] Unsupervised Discovery of Repetitive Objects , In International Conference on Robotics and Automation (ICRA), 2010.
[] A Layered Approach to People Detection in 3D Range Data , In special track on Physically Grounded AI of AAAI, 2010.