Multi-Object Tracking and Segmentation via Neural Message Passing

15 July 2022

Guillem Brasó

Orcun Cetintas

Laura Leal-Taixe

VOT

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Papers citing "Multi-Object Tracking and Segmentation via Neural Message Passing"

50 / 57 papers shown

Title
Spatio-Temporal Point Process for Multiple Object Tracking Tao Wang Kean Chen Weiyao Lin John See Zenghui Zhang Qian Xu Xiaoshuo Jia VOT 67 23 0 05 Feb 2023
Making Higher Order MOT Scalable: An Efficient Approximate Solver for Lifted Disjoint Paths Andrea Hornáková Timo Kaiser Paul Swoboda Michal Rolínek Bodo Rosenhahn Roberto Henschel VOT 94 37 0 24 Aug 2021
SiamMOT: Siamese Multi-Object Tracking Bing Shuai Andrew G. Berneshawi Xinyu Li Davide Modolo Joseph Tighe VOT 69 141 0 25 May 2021
EagerMOT: 3D Multi-Object Tracking via Sensor Fusion Aleksandr Kim Aljosa Osep Laura Leal-Taixé VOT 3DPC 52 184 0 29 Apr 2021
Learnable Graph Matching: Incorporating Graph Partitioning with Deep Feature Learning for Multiple Object Tracking Jiawei He Zehao Huang Naiyan Wang Zhaoxiang Zhang VOT 80 93 0 30 Mar 2021
Learning to Track with Object Permanence P. Tokmakov Jie Li Wolfram Burgard Adrien Gaidon VOT 95 206 0 26 Mar 2021
Track to Detect and Segment: An Online Multi-Object Tracker Jialian Wu Jiale Cao Liangchen Song Yu Wang Ming Yang Junsong Yuan VOT 88 320 0 16 Mar 2021
Learning a Proposal Classifier for Multiple Object Tracking Peng Dai Renliang Weng Wongun Choi Changshui Zhang Zhangping He Wei Ding VOT 84 89 0 14 Mar 2021
Discriminative Appearance Modeling with Multi-track Pooling for Real-time Multi-object Tracking Chanho Kim Fuxin Li Mazen Alotaibi James M. Rehg VOT 87 67 0 28 Jan 2021
TrackFormer: Multi-Object Tracking with Transformers Tim Meinhardt A. Kirillov Laura Leal-Taixe Christoph Feichtenhofer VOT 281 775 0 07 Jan 2021
ViP-DeepLab: Learning Visual Perception with Depth-aware Video Panoptic Segmentation Siyuan Qiao Yukun Zhu Hartwig Adam Alan Yuille Liang-Chieh Chen MDE 100 145 0 09 Dec 2020
HOTA: A Higher Order Metric for Evaluating Multi-Object Tracking Jonathon Luiten Aljosa Osep Patrick Dendorfer Philip Torr Andreas Geiger Laura Leal-Taixe Bastian Leibe VOT 90 922 0 16 Sep 2020
Chained-Tracker: Chaining Paired Attentive Regression Results for End-to-End Joint Multiple-Object Detection and Tracking Jinlong Peng Changan Wang Fangbin Wan Yang Wu Yabiao Wang Ying Tai Chengjie Wang Jilin Li Feiyue Huang Yanwei Fu VOT 71 315 0 29 Jul 2020
Segment as Points for Efficient Online Multi-Object Tracking and Segmentation Zhenbo Xu Wei Zhang Xiao Tan Wei Yang Huan Huang Shilei Wen Errui Ding Liusheng Huang VOT 91 69 0 03 Jul 2020
Lifted Disjoint Paths with Application in Multiple Object Tracking Andrea Hornáková Roberto Henschel Bodo Rosenhahn Paul Swoboda VOT 98 117 0 25 Jun 2020
Quasi-Dense Similarity Learning for Multiple Object Tracking Jiangmiao Pang Linlu Qiu Xia Li Haofeng Chen Qi Li Trevor Darrell Feng Yu VOT 172 373 0 11 Jun 2020
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Yifu Zhang Chunyu Wang Xinggang Wang Wenjun Zeng Wenyu Liu VOT 132 1,350 0 04 Apr 2020
Tracking Objects as Points Xingyi Zhou V. Koltun Philipp Krahenbuhl VOT 3DPC 85 1,068 0 02 Apr 2020
MOT20: A benchmark for multi object tracking in crowded scenes Patrick Dendorfer Hamid Rezatofighi Anton Milan Javen Qinfeng Shi Daniel Cremers Ian Reid Stefan Roth Konrad Schindler Laura Leal-Taixé VOT 244 657 0 19 Mar 2020
JRMOT: A Real-Time 3D Multi-Object Tracker and a New Large-Scale Dataset Abhijeet Shenoi Mihir Patel JunYoung Gwak P. Goebel Amir Sadeghian Hamid Rezatofighi R. M. Martin Silvio Savarese 3DPC 165 93 0 19 Feb 2020
Learning a Neural Solver for Multiple Object Tracking Guillem Brasó Laura Leal-Taixé VOT 85 401 0 16 Dec 2019
Occlusion-Robust Online Multi-Object Visual Tracking using a GM-PHD Filter with CNN-Based Re-Identification N. L. Baisa VOT 126 40 0 10 Dec 2019
Learning Multi-Object Tracking and Segmentation from Automatic Annotations Lorenzo Porzi Markus Hofinger Idoia Ruiz J. Serrat Samuel Rota Buló Peter Kontschieder VOT 104 71 0 04 Dec 2019
Track to Reconstruct and Reconstruct to Track Jonathon Luiten Tobias Fischer Bastian Leibe VOT 95 112 0 30 Sep 2019
Towards Real-Time Multi-Object Tracking Zhongdao Wang Liang Zheng Yixuan Liu Yali Li Shengjin Wang VOT 319 880 0 27 Sep 2019
How To Train Your Deep Multi-Object Tracker Yihong Xu Aljosa Osep Yutong Ban Radu Horaud Laura Leal-Taixe Xavier Alameda-Pineda VOT 94 192 0 15 Jun 2019
FAMNet: Joint Learning of Feature, Affinity and Multi-dimensional Assignment for Online Multiple Object Tracking Peng Chu Haibin Ling VOT 75 216 0 10 Apr 2019
Tracking without bells and whistles Philipp Bergmann Tim Meinhardt Laura Leal-Taixe VOT 123 913 0 13 Mar 2019
MOTS: Multi-Object Tracking and Segmentation P. Voigtlaender Michael Krause Aljosa Osep Jonathon Luiten Berin Balachandar Gnana Sekar Andreas Geiger Bastian Leibe VOT 76 580 0 10 Feb 2019
Combinatorial Optimization with Graph Convolutional Networks and Guided Tree Search Zhuwen Li Qifeng Chen V. Koltun GNN 94 478 0 25 Oct 2018
Combined Image- and World-Space Tracking in Traffic Scenes Aljosa Osep Wolfgang Mehner Markus Mathias Bastian Leibe VOT 45 135 0 19 Sep 2018
End-to-end Learning of Multi-sensor 3D Tracking by Detection Davi Frossard R. Urtasun 3DPC 58 122 0 29 Jun 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 769 3,132 0 04 Jun 2018
CrowdHuman: A Benchmark for Detecting Human in a Crowd Shuai Shao Zijian Zhao Boxun Li Tete Xiao Gang Yu Xiangyu Zhang Jian Sun 284 687 0 30 Apr 2018
Features for Multi-Target Multi-Camera Tracking and Re-Identification Ergys Ristani Carlo Tomasi VOT 96 519 0 28 Mar 2018
Deep Layer Aggregation Feng Yu Dequan Wang Evan Shelhamer Trevor Darrell AI4CE FAtt 161 1,333 0 20 Jul 2017
Deep Network Flow for Multi-Object Tracking S. Schulter Paul Vernaza Wongun Choi Manmohan Chandraker VOT 75 204 0 26 Jun 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 598 7,500 0 04 Apr 2017
Simple Online and Realtime Tracking with a Deep Association Metric N. Wojke Alex Bewley Dietrich Paulus VOT 400 3,552 0 21 Mar 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 381 27,275 0 20 Mar 2017
Tracking The Untrackable: Learning To Track Multiple Cues with Long-Term Dependencies Amir Sadeghian Alexandre Alahi Silvio Savarese VOT 94 530 0 08 Jan 2017
YOLO9000: Better, Faster, Stronger Joseph Redmon Ali Farhadi VLM ObjD 183 15,641 0 25 Dec 2016
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 491 22,158 0 09 Dec 2016
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 545 1,412 0 01 Dec 2016
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 524 10,358 0 16 Nov 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 682 29,183 0 09 Sep 2016
Performance Measures and a Data Set for Multi-Target, Multi-Camera Tracking Ergys Ristani Francesco Solera Roger S. Zou Rita Cucchiara Carlo Tomasi 91 2,618 0 06 Sep 2016
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering M. Defferrard Xavier Bresson P. Vandergheynst GNN 371 7,680 0 30 Jun 2016
Learning by tracking: Siamese CNN for robust target association Laura Leal-Taixé Cristian Canton Ferrer Konrad Schindler 55 427 0 26 Apr 2016
MOT16: A Benchmark for Multi-Object Tracking Anton Milan Laura Leal-Taixe Ian Reid Stefan Roth Konrad Schindler VOT 153 1,809 0 02 Mar 2016