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Deep Learning for Dynamic 3D Visual Scene Understanding

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Publications

MOTS: Multi-Object Tracking and Segmentation

Author(s): Paul Voigtlaender, Michael Krause, Aljosa Osep, Jonathon Luiten, Berin Balachandar Gnana Sekar, Andreas Geiger, Bastian Leibe
Published in: 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019, Page(s) 7934-7943
DOI: 10.1109/cvpr.2019.00813

Know What Your Neighbors Do: 3D Semantic Segmentation of Point Clouds

Author(s): Francis Engelmann, Theodora Kontogianni, Jonas Schult, Bastian Leibe
Published in: Computer Vision – ECCV 2018 Workshops - Munich, Germany, September 8-14, 2018, Proceedings, Part III, Issue 11131, 2019, Page(s) 395-409
DOI: 10.1007/978-3-030-11015-4_29

Large-Scale Object Mining for Object Discovery from Unlabeled Video

Author(s): Aljosa Osep, Paul Voigtlaender, Jonathon Luiten, Stefan Breuers, Bastian Leibe
Published in: 2019 International Conference on Robotics and Automation (ICRA), 2019, Page(s) 5502-5508
DOI: 10.1109/icra.2019.8793683

PReMVOS: Proposal-Generation, Refinement and Merging for Video Object Segmentation

Author(s): Jonathon Luiten, Paul Voigtlaender, Bastian Leibe
Published in: Computer Vision – ACCV 2018 - 14th Asian Conference on Computer Vision, Perth, Australia, December 2–6, 2018, Revised Selected Papers, Part IV, Issue 11364, 2019, Page(s) 565-580
DOI: 10.1007/978-3-030-20870-7_35

Iteratively Trained Interactive Segmentation

Author(s): Mahadevan, Sabarinath; Voigtlaender, Paul; Leibe, Bastian
Published in: British Machine Vision Conference (BMVC), 2018

Visual Person Understanding Through Multi-task and Multi-dataset Learning

Author(s): Kilian Pfeiffer, Alexander Hermans, István Sárándi, Mark Weber, Bastian Leibe
Published in: Pattern Recognition - 41st DAGM German Conference, DAGM GCPR 2019, Dortmund, Germany, September 10–13, 2019, Proceedings, Issue 11824, 2019, Page(s) 551-566
DOI: 10.1007/978-3-030-33676-9_39

AlignNet-3D: Fast Point Cloud Registration of Partially Observed Objects

Author(s): Johannes GroB, Aljosa Osep, Bastian Leibe
Published in: 2019 International Conference on 3D Vision (3DV), 2019, Page(s) 623-632
DOI: 10.1109/3dv.2019.00074

Towards Large-Scale Video Video Object Mining

Author(s): Aljosa Osep, Paul Voigtlaender, Jonathon Luiten, Stefan Breuers, Bastian Leibe
Published in: ECCV 2018 Workshop on Interactive and Adaptive Learning in an Open World, 2018

Direct Shot Correspondence Matching

Author(s): Umer Rafi, Jürgen Gall, Bastian Leibe
Published in: British Machine Vision Conference (BMVC), 2018

Synthetic Occlusion Augmentation with Volumetric Heatmaps for the 2018 ECCV PoseTrack Challenge on 3D Human Pose Estimation

Author(s): Istvan Sarandi, Timm Linder, Kai Arras, Bastian Leibe
Published in: ECCV 2018 Workshops, 2018

Combining PReMVOS with Box-Level Tracking for the 2019 DAVIS Challenge

Author(s): Jonathon Luiten, Paul Voigtlaender, Bastian Leibe
Published in: The 2019 DAVIS Challenge on Video Object Segmentation - CVPR Workshops, 2019

Video Instance Segmentation 2019: A Winning Approach for Combined Detection, Segmentation, Classification and Tracking

Author(s): Jonathon Luiten, Philipp Torr, Bastian Leibe
Published in: The IEEE International Conference on Computer Vision (ICCV) Workshops, 2019

UnOVOST: Unsupervised Offline Video Object Segmentation and Tracking for the 2019 Unsupervised DAVIS Challenge

Author(s): Idil Esen Zülfikar, Jonathon Luiten, Bastian Leibe
Published in: The 2019 DAVIS Challenge on Video Object Segmentation - CVPR Workshops, 2019

Exploring the Combination of PReMVOS, BoLTVOS and UnOVOST for the 2019 YouTube-VOS Challenge

Author(s): Jonathon Luiten, Paul Voigtlaender, Bastian Leibe
Published in: ICCV Workshops, 2019