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research [2018/03/27 20:50] Dr. Vladimir Golkov |
research [2024/07/13 13:08] (current) Felix Wimbauer |
====== Research ====== | ====== Research Areas ====== |
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Our research group is working on a range of topics in Computer Vision, Image Processing and Pattern Recognition. Computer Vision is about interpreting images. More specifically the goal is to infer properties of the observed world from an image or a collection of images. Our work combines a range of mathematical domains including statistical inference, differential geometry, continuous (partial differential equations) and discrete (graph-theoretic) optimization techniques. | <fc #ff0000>**This page is currently being updated, please stay tuned. For more details on our current research, please check our recent publications and the individual member pages.**</fc> |
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We are currently working on the following research topics: | Our research group is working on a range of topics in Computer Vision and Image Processing, many of which are using Artifical Intelligence. Computer Vision is about interpreting images. More specifically the goal is to infer properties of the observed world from an image or a collection of images. Our work combines a range of mathematical domains including statistical inference, differential geometry, continuous (partial differential equations) and discrete (graph-theoretic) optimization techniques. |
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|< 600px 150px 150px 150px 150px>| | We are currently actively working on the following research topics: |
| [[research:Image-based 3D Reconstruction|{{:spezial:bib:kbc_pami11.jpg?120|}}]] [[research:Image-based 3D Reconstruction]] | [[research:Optical Flow Estimation|{{:spezial:bib:nieuwenhuis_et_al_dagm10.jpg|}}]] [[research:Optical Flow Estimation]] | [[research:Shape Analysis|{{:research:shape_analysis:shape_matching.png?120|}}]] [[research:Shape Analysis]] | [[research:robotvision|{{:members:sturmju:parrot.jpg?120|}}]] [[research:robotvision|Robot Vision]] | | |
| [[research:RGB-D sensors (Kinect)|{{:spezial:bib:sturm11rss-rgbd.jpg|}}]] [[research:RGB-D sensors (Kinect)]] | [[research:Image Segmentation|{{:spezial:bib:nieuwenhuis-cremers-pami12.jpg?120|}}]] [[research:Image Segmentation]] | [[research:Convex Relaxation Methods|{{:spezial:bib:strekalovskiy_et_al_cvpr12.png|}}]] [[research:Convex Relaxation Methods]] | [[research:vslam|{{:research:semidense.png?direct&120|}}]] [[research:vslam|]] | | |
|[[research:sceneflow|{{:research:scene_flow.png?120|3D Scene Flow}}]] [[research:sceneflow|Scene Flow Estimation]] | [[research:deeplearning|{{:spezial:bib:flownet-iccv-15.png?direct&120|}}]] [[research:deeplearning]] | [[research:biomed|{{:spezial:bib:golkov-et-al-nips2016.png?direct&120|}}]] [[research:biomed]] | | |
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| <box text multi> |
| <box> |
| [[research:vslam|Visual SLAM]] |
| <br /> |
| [[research:vslam|{{:research:semidense.png?direct&120|}}]] |
| </box> |
| <box> |
| [[research:ps_reconstruction|Photometry-Based Reconstruction]] |
| <br /> |
| [[research:ps_reconstruction|{{:data:datasets:photometricdepthsr:photometricdepthsr_teaser.png?nolink&120|}}]] |
| </box> |
| <box> |
| [[research:geometry|Geometry Processing]] |
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| [[research:geometry|{{:spezial:bib:sommer20planes.png?120|}}]] |
| </box> |
| </box><box text multi next> |
| <box> |
| [[research:deeplearning|Deep Learning]] |
| <br /> |
| [[research:deeplearning|{{:spezial:bib:hazirbasma2016fusenet.png?direct&120|}}]] |
| </box> |
| <box> |
| [[research:biomed|Biomedicine]] |
| <br /> |
| [[research:biomed|{{:spezial:bib:golkov-et-al-nips2016.png?direct&120|}}]] |
| </box> |
| </box> |
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\\ | Inquiries for Bachelor and Master projects are always welcome. |
**Inquiries for Bachelor and Master projects are always welcome.\\ | |
Anfragen zu Bachelor-/Masterarbeiten und -projekten sind jederzeit herzlich willkommen!** | |
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====== Past Research Projects ====== | We have also done research in many other fields. |
| If you are interested in any of these, do not hesitate to contact us - we are always happy to get back to those topics and do exciting research there! |
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|< 450px 150px 150px 150px >| | * [[research:Image-based 3D Reconstruction]] |
| [[research:Shape Priors|{{:spezial:bib:brox_et_al_pami09.jpg|}}]] [[research:Shape Priors]] | [[research:Markerless Motion Capture|{{:spezial:bib:rosenhahn_dagm05.jpg|}}]] [[research:Markerless Motion Capture]] | [[research:Single View 3D Reconstruction|{{:research:topics:image-based_3d_reconstruction:cockatoo_recon.png?120|}}]] [[research:Single View 3D Reconstruction]] | | * [[research:Optical Flow Estimation]] |
| * [[research:Shape Analysis]] |
| * [[research:robotvision|Robot Vision]] |
| * [[research:RGB-D sensors (Kinect)]] |
| * [[research:Image Segmentation]] |
| * [[research:Convex Relaxation Methods]] |
| * [[research:sceneflow|Scene Flow Estimation]] |
| * [[research:Shape Priors]] |
| * [[research:Markerless Motion Capture]] |
| * [[research:Single View 3D Reconstruction]] |