Rohit Mohan
Phd Student | ||
Postal address: |
Albert-Ludwigs-Universität Freiburg |
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Office: | 080-00-022 | |
Email: |
mohan@cs.uni-freiburg.de |
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About me
- 05/2021 - current: Ph.D. Student in the Robot Learning Lab, University of Freiburg
- 12/2019 - 04/2021: Research Assistant, Robot Learning Lab, University of Freiburg
- 04/2019 - 04/2021: M.Sc. in Computer Science, University of Freiburg
- 08/2018 - 11/2019: Research Assistant, Autonomous Intelligent Systems Lab, University of Freiburg
- 08/2014 - 05/2018: B.Eng. in Electronics and Communication, Birla Institute of Technology Mesra, India
Research Interests
- Perception
- Navigation
- Deep Learning
Research Projects
- AI-based System Architectures for Autonomous Driving
- Intelligent Scene Understanding of Operating Room Video Streams (iSUOR)
- Sensor Systems for Localization of Trapped Victims in Collapsed Infrastructure (SORTIE)
Talks
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EfficientLPT ( 1st Place Presentation for Panoptic Tracking)
7th AI Driving Olympics, NeurIPS, 2021. Virtual. -
Lightweight EfficientPS (1st Place Presentation for Panoptic Segmentation)
Robust Vision Challenge, ECCV, 2020. Virtual.
Teaching
- Co-organizer, Advanced Deep Learning SS 2024
- Co-organizer, Seminar: Robot Learning WS 2023/24
- Co-organizer, Seminar: Learning with Limited Supervision SS 2023
- Co-organizer, Seminar: Robot Learning WS 2022/23
- Co-organizer, Seminar: Robot Learning WS 2022/23
- Co-organizer, Deep Learning Lab SS 2022
- Co-organizer, Seminar: Robot Learning WS 2021/22
- Co-supervisor, Deep Learning Lab SS 2021
- BEV perception with Amodal Depth, 2024, S. Settu, Master Project
- Open-Set LiDAR Semantic Segmentation, 2024, B. Schnitzer, Master Thesis (together with Julia Hindel)
- Planar Parallax Estimation with Amodality, 2024, M. Peters, Bachelor Project (together with Maximillian Luz)
- Panoptic Out-of-Distribution Segmentation, 2022/23, K. Kumaraswamy, Master Thesis
- Creating a Benchmark for Out-of-Distribution Video Panoptic Segmentation, 2023/24, B. Schnitzer, Master Project (together with Kürsat Petek)
Seminars
Current Students
Past Students
Publications
View all my publications on Google Scholar.
2024
-
Rohit Mohan,
Daniele Cattaneo,
Florian Drews,
Abhinav Valada,
Progressive Multi-Modal Fusion for Robust 3D Object Detection
Conference on Robot Learning (CoRL), 2024.
Download Video Website BibTeX -
Rohit Mohan,
José Arce,
Sassan Mokhtar,
Daniele Cattaneo,
Abhinav Valada,
Syn-Mediverse: A Multimodal Synthetic Dataset for Intelligent Scene Understanding of Healthcare Facilities
IEEE Robotics and Automation Letters (RA-L), vol. 9, no. 8, pp. 7094-7101, 2024.
Download Publisher page Video Website BibTeX -
Ahmed Rida Sekkat*,
Rohit Mohan*,
Oliver Sawade,
Elmar Matthes,
Abhinav Valada,
AmodalSynthDrive: A Synthetic Amodal Perception Dataset for Autonomous Driving
IEEE Robotics and Automation Letters (RA-L), 2024.
Download Publisher page Video Website BibTeX -
Rohit Mohan,
Kiran Kumaraswamy,
Juana Valeria Hurtado,
Kürsat Petek,
Abhinav Valada,
Panoptic Out-of-Distribution Segmentation
IEEE Robotics and Automation Letters (RA-L), 2024.
Download Video Website BibTeX -
Maximilian Luz*,
Rohit Mohan*,
Ahmed Rida Sekkat,
Oliver Sawade,
Elmar Matthes,
Thomas Brox,
Abhinav Valada,
Amodal Optical Flow
IEEE International Conference on Robotics and Automation (ICRA), 2024.
Download Video Website BibTeX
2023
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Rohit Mohan,
Thomas Elsken,
Arber Zela,
Jan Hendrik Metzen,
Benedikt Staffler,
Thomas Brox,
Abhinav Valada,
Frank Hutter,
Neural Architecture Search for Dense Prediction Tasks in Computer Vision
International Journal of Computer Vision (IJCV), vol. 131, no. 7, pp. 1784-1807, 2023.
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2022
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Rohit Mohan,
Abhinav Valada,
Perceiving the Invisible: Proposal-Free Amodal Panoptic Segmentation
IEEE Robotics and Automation Letters (RA-L), vol. 7, no. 4, pp. 9302-9309, 2022.
Download Video Demo BibTeX -
Rohit Mohan,
Abhinav Valada,
Amodal Panoptic Segmentation
IEEE/ CVF International Conference on Computer Vision and Pattern Recognition (CVPR), pp. 21023-21032, 2022.
Download Video Demo BibTeX -
Whye Kit Fong*,
Rohit Mohan*,
Juana Valeria Hurtado,
Lubing Zhou,
Holger Caesar,
Oscar Beijbom,
Abhinav Valada,
Panoptic nuScenes: A Large-Scale Benchmark for LiDAR Panoptic Segmentation and Tracking
IEEE Robotics and Automation Letters (RA-L) vol. 7, no. 2, pp. 3795-3802, 2022.
Download Video Demo BibTeX
2021
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Rohit Mohan,
Abhinav Valada
7th AI Driving Olympics: 1st Place Report for Panoptic Tracking
Conference on Neural Information Processing Systems (NeurIPS 2021) Workshop on AI Driving Olympics, 2021.
Download BibTeX -
Kshitij Sirohi*,
Rohit Mohan*,
Daniel Büscher,
Wolfram Burgard
Abhinav Valada,
EfficientLPS: Efficient LiDAR Panoptic Segmentation
IEEE Transactions on Robotics (T-RO), vol. 38, no. 3, pp. 1894-1914, 2021.
Download Video Demo BibTeX -
Rohit Mohan,
Abhinav Valada,
EfficientPS: Efficient Panoptic Segmentation
International Journal of Computer Vision (IJCV), 2021.
Download Publisher page Video Demo BibTeX
2020
-
Rohit Mohan,
Abhinav Valada
Robust Vision Challenge 2020 - 1st Place Report for Panoptic Segmentation
European Conference on Computer Vision (ECCV) Workshop on Robust Vision Challenge, 2020.
Download Demo BibTeX -
Juana Valeria Hurtado,
Rohit Mohan,
Wolfram Burgard,
Abhinav Valada,
MOPT: Multi-Object Panoptic Tracking
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshop on Scalability in Autonomous Driving, 2020.
Download Video Demo BibTeX
2019
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Abhinav Valada,
Rohit Mohan,
Wolfram Burgard
Self-Supervised Model Adaptation for Multimodal Semantic Segmentation
International Journal of Computer Vision (IJCV), Special Issue: Deep Learning for Robotic Vision, 128(5):1239-1285, 2019.
Download Publisher page Video Demo BibTeX -
Mayank Mittal,
Rohit Mohan,
Wolfram Burgard,
Abhinav Valada,
Vision-Based Autonomous UAV Navigation and Landing for Urban Search and Rescue
Proceedings of the International Symposium on Robotics Research (ISRR), Hanoi, Vietnam, 2019.
Download Video Demo BibTeX -
Federico Boniardi*,
Abhinav Valada*,
Rohit Mohan,
Tim Caselitz,
Wolfram Burgard
Robot Localization in Floor Plans Using a Room Layout Edge Extraction Network
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Macao, China, 2019.
Download Video BibTeX