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The Treachery of Images: Bayesian Scene Keypoints for Deep Policy Learning in Robotic Manipulation


May 08, 2023
Jan Ole von Hartz, Eugenio Chisari, Tim Welschehold, Wolfram Burgard, Joschka Boedecker, Abhinav Valada

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Self-Supervised Multi-Object Tracking From Consistency Across Timescales


Apr 25, 2023
Christopher Lang, Alexander Braun, Lars Schillingmann, Abhinav Valada

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* 8 pages, 3 figures, 5 tables 

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INoD: Injected Noise Discriminator for Self-Supervised Representation Learning in Agricultural Fields


Mar 31, 2023
Julia Hindel, Nikhil Gosala, Kevin Bregler, Abhinav Valada

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* 8 pages, 7 figures 

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CARTO: Category and Joint Agnostic Reconstruction of ARTiculated Objects


Mar 28, 2023
Nick Heppert, Muhammad Zubair Irshad, Sergey Zakharov, Katherine Liu, Rares Andrei Ambrus, Jeannette Bohg, Abhinav Valada, Thomas Kollar

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* 20 pages, 11 figures, accepted at CVPR 2023 

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CoVIO: Online Continual Learning for Visual-Inertial Odometry


Mar 17, 2023
Niclas Vödisch, Daniele Cattaneo, Wolfram Burgard, Abhinav Valada

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CoDEPS: Online Continual Learning for Depth Estimation and Panoptic Segmentation


Mar 17, 2023
Niclas Vödisch, Kürsat Petek, Wolfram Burgard, Abhinav Valada

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EvCenterNet: Uncertainty Estimation for Object Detection using Evidential Learning


Mar 06, 2023
Monish R. Nallapareddy, Kshitij Sirohi, Paulo L. J. Drews-Jr, Wolfram Burgard, Chih-Hong Cheng, Abhinav Valada

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Self-Supervised Representation Learning from Temporal Ordering of Automated Driving Sequences


Feb 17, 2023
Christopher Lang, Alexander Braun, Lars Schillingmann, Karsten Haug, Abhinav Valada

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* 8 pages, 5 figures 

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Learning and Aggregating Lane Graphs for Urban Automated Driving


Feb 13, 2023
Martin Büchner, Jannik Zürn, Ion-George Todoran, Abhinav Valada, Wolfram Burgard

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* 22 pages, 17 figures 

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SkyEye: Self-Supervised Bird's-Eye-View Semantic Mapping Using Monocular Frontal View Images


Feb 08, 2023
Nikhil Gosala, Kürsat Petek, Paulo L. J. Drews-Jr, Wolfram Burgard, Abhinav Valada

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* 14 pages, 7 figures 

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