MOTSynth: How Can Synthetic Data Help Pedestrian Detection and Tracking?

21 August 2021

Laura Leal-Taixe

Papers citing "MOTSynth: How Can Synthetic Data Help Pedestrian Detection and Tracking?"

50 / 66 papers shown

Title
Improving Object Detection by Modifying Synthetic Data with Explainable AI Nitish Mital Simon Malzard Richard Walters Celso M. De Melo Raghuveer Rao Victoria Nockles 113 0 0 02 Dec 2024
Multiple Object Tracking as ID Prediction Ruopeng Gao Yijun Zhang Limin Wang 97 13 0 25 Mar 2024
Multiple Object Tracking with Correlation Learning Qiang Wang Yun Zheng Pan Pan Yinghui Xu VOT 65 147 0 08 Apr 2021
Track to Detect and Segment: An Online Multi-Object Tracker Jialian Wu Jiale Cao Liangchen Song Yu Wang Ming Yang Junsong Yuan VOT 48 313 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 54 87 0 14 Mar 2021
MOTChallenge: A Benchmark for Single-Camera Multiple Target Tracking Patrick Dendorfer Aljosa Osep Anton Milan Konrad Schindler Daniel Cremers Ian Reid Stefan Roth Laura Leal-Taixé VOT 51 263 0 15 Oct 2020
Simultaneous Detection and Tracking with Motion Modelling for Multiple Object Tracking Shijie Sun Naveed Akhtar Xiangyu Song Huansheng Song Ajmal Mian M. Shah VOT 82 44 0 20 Aug 2020
Lifted Disjoint Paths with Application in Multiple Object Tracking Andrea Hornáková Roberto Henschel Bodo Rosenhahn Paul Swoboda VOT 49 116 0 25 Jun 2020
Joint Object Detection and Multi-Object Tracking with Graph Neural Networks Yongxin Wang Kris Kitani Xinshuo Weng VOT 68 39 0 23 Jun 2020
Video Panoptic Segmentation Dahun Kim Sanghyun Woo Joon-Young Lee In So Kweon VOS 68 165 0 19 Jun 2020
TAO: A Large-Scale Benchmark for Tracking Any Object Achal Dave Tarasha Khurana P. Tokmakov Cordelia Schmid Deva Ramanan 52 176 0 20 May 2020
SQE: a Self Quality Evaluation Metric for Parameters Optimization in Multi-Object Tracking Yanru Huang Feiyu Zhu Zheni Zeng Xinyou Qiu Yuan-Chung Shen Jianan Wu 101 7 0 16 Apr 2020
Tracking Objects as Points Xingyi Zhou V. Koltun Philipp Krahenbuhl VOT 3DPC 53 1,053 0 02 Apr 2020
Compressed Volumetric Heatmaps for Multi-Person 3D Pose Estimation Matteo Fabbri Fabio Lanzi Simone Calderara S. Alletto Rita Cucchiara 3DH 30 82 0 01 Apr 2020
A Unified Object Motion and Affinity Model for Online Multi-Object Tracking Junbo Yin Wenguan Wang Qinghao Meng Ruigang Yang Jianbing Shen VOT 51 84 0 25 Mar 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 227 641 0 19 Mar 2020
Virtual to Real adaptation of Pedestrian Detectors Luca Ciampi Nicola Messina Fabrizio Falchi Claudio Gennaro Giuseppe Amato 101 35 0 09 Jan 2020
Learning a Neural Solver for Multiple Object Tracking Guillem Brasó Laura Leal-Taixé VOT 61 395 0 16 Dec 2019
Scalability in Perception for Autonomous Driving: Waymo Open Dataset Pei Sun Henrik Kretzschmar Xerxes Dotiwalla Aurelien Chouard Vijaysai Patnaik ... Shuyang Cheng Yu Zhang Jonathon Shlens Zhifeng Chen Dragomir Anguelov 79 2,851 0 10 Dec 2019
Human Pose Estimation for Real-World Crowded Scenarios T. Golda Tobias Kalb Arne Schumann Jürgen Beyerer 3DH 80 35 0 16 Jul 2019
How To Train Your Deep Multi-Object Tracker Yihong Xu Aljosa Osep Yutong Ban Radu Horaud Laura Leal-Taixe Xavier Alameda-Pineda VOT 72 191 0 15 Jun 2019
Objects as Points Xingyi Zhou Dequan Wang Philipp Krahenbuhl 3DPC 91 3,240 0 16 Apr 2019
nuScenes: A multimodal dataset for autonomous driving Holger Caesar Varun Bankiti Alex H. Lang Sourabh Vora Venice Erin Liong Qiang Xu Anush Krishnan Yuxin Pan G. Baldan Oscar Beijbom 3DPC 251 5,653 0 26 Mar 2019
Tracking without bells and whistles Philipp Bergmann Tim Meinhardt Laura Leal-Taixe VOT 95 905 0 13 Mar 2019
The H3D Dataset for Full-Surround 3D Multi-Object Detection and Tracking in Crowded Urban Scenes Abhishek Patil Srikanth Malla Haiming Gang Yi-Ting Chen 3DPC 3DV 56 221 0 04 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 62 573 0 10 Feb 2019
Joint Monocular 3D Vehicle Detection and Tracking Hou-Ning Hu Qi-Zhi Cai Dequan Wang Ji Lin Min Sun Philipp Krahenbuhl Trevor Darrell Feng Yu 3DPC 53 210 0 26 Nov 2018
Combined Image- and World-Space Tracking in Traffic Scenes Aljosa Osep Wolfgang Mehner Markus Mathias Bastian Leibe VOT 32 134 0 19 Sep 2018
PCN: Point Completion Network Wentao Yuan Tejas Khot David Held Christoph Mertz M. Hebert 3DPC 3DV 65 817 0 02 Aug 2018
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation Jonathon Luiten P. Voigtlaender Bastian Leibe VOS 56 275 0 24 Jul 2018
BDD100K: A Diverse Driving Dataset for Heterogeneous Multitask Learning Feng Yu Haofeng Chen Xin Wang Wenqi Xian Yingying Chen Fangchen Liu Vashisht Madhavan Trevor Darrell VLM 122 2,112 0 12 May 2018
CrowdHuman: A Benchmark for Detecting Human in a Crowd Shuai Shao Zijian Zhao Boxun Li Tete Xiao Gang Yu Xiangyu Zhang Jian Sun 249 681 0 30 Apr 2018
Training Deep Networks with Synthetic Data: Bridging the Reality Gap by Domain Randomization Jonathan Tremblay Aayush Prakash David Acuna M. Brophy Varun Jampani Cem Anil Thang To Eric Cameracci Shaad Boochoon Stan Birchfield OOD 58 813 0 18 Apr 2018
YOLOv3: An Incremental Improvement Joseph Redmon Ali Farhadi ObjD 93 21,306 0 08 Apr 2018
Learning to Detect and Track Visible and Occluded Body Joints in a Virtual World Matteo Fabbri Fabio Lanzi Simone Calderara Andrea Palazzi R. Vezzani Rita Cucchiara 46 173 0 22 Mar 2018
What Makes Good Synthetic Training Data for Learning Disparity and Optical Flow Estimation? N. Mayer Eddy Ilg Philipp Fischer C. Hazirbas Daniel Cremers Alexey Dosovitskiy Thomas Brox OOD 58 213 0 19 Jan 2018
Recurrent Autoregressive Networks for Online Multi-Object Tracking Kuan Fang Yu Xiang Xiaocheng Li Silvio Savarese VOT 55 243 0 07 Nov 2017
PoseTrack: A Benchmark for Human Pose Estimation and Tracking Mykhaylo Andriluka Umar Iqbal Eldar Insafutdinov L. Pishchulin Anton Milan Juergen Gall Bernt Schiele 86 455 0 27 Oct 2017
Playing for Benchmarks Stephan R. Richter Zeeshan Hayder V. Koltun 69 467 0 21 Sep 2017
Online Multi-Object Tracking Using CNN-based Single Object Tracker with Spatial-Temporal Attention Mechanism Qi Chu Wanli Ouyang Hongsheng Li Xiaogang Wang Bin Liu Nenghai Yu VOT 41 346 0 09 Aug 2017
Deep Layer Aggregation Feng Yu Dequan Wang Evan Shelhamer Trevor Darrell AI4CE FAtt 77 1,317 0 20 Jul 2017
Deep Network Flow for Multi-Object Tracking S. Schulter Paul Vernaza Wongun Choi Manmohan Chandraker VOT 55 204 0 26 Jun 2017
Domain Randomization for Transferring Deep Neural Networks from Simulation to the Real World Joshua Tobin Rachel Fong Alex Ray Jonas Schneider Wojciech Zaremba Pieter Abbeel 171 2,948 0 20 Mar 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 300 27,018 0 20 Mar 2017
Learning from Synthetic Humans Gül Varol Javier Romero Xavier Martin Naureen Mahmood Michael J. Black Ivan Laptev Cordelia Schmid 3DH 84 968 0 05 Jan 2017
Unsupervised Pixel-Level Domain Adaptation with Generative Adversarial Networks Konstantinos Bousmalis N. Silberman David Dohan D. Erhan Dilip Krishnan OOD GAN 133 1,534 0 16 Dec 2016
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 418 21,951 0 09 Dec 2016
Deep Transfer Learning for Person Re-identification Mengyue Geng Yaowei Wang Tao Xiang Yonghong Tian 101 307 0 16 Nov 2016
Driving in the Matrix: Can Virtual Worlds Replace Human-Generated Annotations for Real World Tasks? Matthew Johnson-Roberson Charlie Barto Rounak Mehta S. N. Sridhar Karl Rosaen Ram Vasudevan 74 616 0 06 Oct 2016
Performance Measures and a Data Set for Multi-Target, Multi-Camera Tracking Ergys Ristani Francesco Solera Roger S. Zou Rita Cucchiara Carlo Tomasi 63 2,597 0 06 Sep 2016