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Johannes Michael Meier
PhD StudentTechnical University of MunichSchool of Computation, Information and Technology
Informatics 9
Boltzmannstrasse 3
85748 Garching
Germany
Fax: +49-89-289-17757
Mail: J.Meier@tum.de
Brief Bio
Ph.D. Student in Computer Vision at TUM (headed by Prof. Dr. Daniel Cremers), currently visiting ETH Zurich (in the group of Marc Pollefeys).
My research focuses on monocular 3D object detection, tracking, semi-supervised learning, domain adaptation, and few-shot learning.
I hold an M.Sc. in Computer Science from the University of Tübingen. During my studies, I worked at the Max Planck Institute for Intelligent Systems (MPI-IS) Tübingen. My Master's Thesis (in collaboration with Bosch Research) was supervised by Prof. Dr. Andreas Geiger.
Publications
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Conference and Workshop Papers
2026
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IDEAL-M3D: Instance Diversity-Enriched Active Learning for Monocular 3D Detection , In IEEE Winter Conference on Applications of Computer Vision (WACV), 2026.
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GrounDiff: Diffusion-Based Ground Surface Generation from Digital Surface Models , In IEEE Winter Conference on Applications of Computer Vision (WACV), 2026. ([project page])
2025
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OrthoLoC: UAV 6-DoF Localization and Calibration Using Orthographic Geodata , In 39th Conference on Neural Information Processing Systems (NeurIPS) Datasets and Benchmarks Track, 2025. ([project page])
Oral Presentation [] 
CoProU-VO: Combining Projected Uncertainty for End-to-End Unsupervised Monocular Visual Odometry , In 47th German Conference on Pattern Recognition (GCPR), 2025. ([project page])
Oral Presentation - Best Paper Award [] 
Shape Your Ground: Refining Road Surfaces Beyond Planar Representations , In IEEE Intelligent Vehicles Symposium, 2025. ([project page])
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Highly Accurate and Diverse Traffic Data: The DeepScenario Open 3D Dataset , In IEEE Intelligent Vehicles Symposium, 2025. ([project page])
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MonoCT: Overcoming Monocular 3D Detection Domain Shift with Consistent Teacher Models , In International Conference on Robotics and Automation (ICRA), 2025.
Oral Presentation
2024
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CARLA Drone: Monocular 3D Object Detection from a Different Perspective , In 46th German Conference on Pattern Recognition (GCPR), 2024. ([project page])
Oral Presentation
2023
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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.
2021
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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.


