How To Train Your Deep Multi-Object Tracker

15 June 2019

Yihong Xu

Aljosa Osep

Yutong Ban

Radu Horaud

Laura Leal-Taixe

Xavier Alameda-Pineda

VOT

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Papers citing "How To Train Your Deep Multi-Object Tracker"

36 / 86 papers shown

Title
Multi-Object Tracking with Hallucinated and Unlabeled Videos Daniel McKee Bing Shuai Andrew G. Berneshawi Manchen Wang Davide Modolo Svetlana Lazebnik Joseph Tighe VOT 19 7 0 19 Aug 2021
Track without Appearance: Learn Box and Tracklet Embedding with Local and Global Motion Patterns for Vehicle Tracking Gaoang Wang Renshu Gu Zuozhu Liu Weijie Hu Xiuming Zhang Lei Li VOT 27 50 0 13 Aug 2021
Two is a crowd: tracking relations in videos A. Moskalev Ivan Sosnovik A. Smeulders VOT 19 1 0 11 Aug 2021
Synthetic Data Are as Good as the Real for Association Knowledge Learning in Multi-object Tracking Yuchi Liu Zhongdao Wang Xiangxin Zhou Liang Zheng 3DPC 44 1 0 30 Jun 2021
DyGLIP: A Dynamic Graph Model with Link Prediction for Accurate Multi-Camera Multiple Object Tracking Kha Gia Quach Pha Nguyen Huu Le Thanh-Dat Truong C. Duong M. Tran Khoa Luu 28 52 0 12 Jun 2021
SiamMOT: Siamese Multi-Object Tracking Bing Shuai Andrew G. Berneshawi Xinyu Li Davide Modolo Joseph Tighe VOT 24 138 0 25 May 2021
RelationTrack: Relation-aware Multiple Object Tracking with Decoupled Representation En Yu Zhuoling Li Shoudong Han Hongwei Wang VOT 53 128 0 10 May 2021
EagerMOT: 3D Multi-Object Tracking via Sensor Fusion Aleksandr Kim Aljosa Osep Laura Leal-Taixé VOT 3DPC 27 176 0 29 Apr 2021
Local Metrics for Multi-Object Tracking Jack Valmadre Alex Bewley Jonathan Huang Chen Sun C. Sminchisescu Cordelia Schmid VOT 50 13 0 06 Apr 2021
Online Multiple Object Tracking with Cross-Task Synergy Song Guo Jingya Wang Xinchao Wang Dacheng Tao VOT 30 57 0 01 Apr 2021
An Energy-Efficient Quad-Camera Visual System for Autonomous Machines on FPGA Platform Zishen Wan Yuyang Zhang A. Raychowdhury Bo Yu Haibin Ling Shaoshan Liu 18 17 0 01 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 54 91 0 30 Mar 2021
TransCenter: Transformers with Dense Representations for Multiple-Object Tracking Yihong Xu Yutong Ban Guillaume Delorme Chuang Gan Daniela Rus Xavier Alameda-Pineda VOT 25 92 0 28 Mar 2021
Looking Beyond Two Frames: End-to-End Multi-Object Tracking Using Spatial and Temporal Transformers Tianyu Zhu Markus Hiller Mahsa Ehsanpour Rongkai Ma Tom Drummond Ian Reid Hamid Rezatofighi VOT 31 35 0 27 Mar 2021
Learning a Proposal Classifier for Multiple Object Tracking Peng Dai Renliang Weng Wongun Choi Changshui Zhang Zhangping He Wei Ding VOT 52 87 0 14 Mar 2021
4D Panoptic LiDAR Segmentation Mehmet Aygün Aljosa Osep Mark Weber Maxim Maximov C. Stachniss Jens Behley Laura Leal-Taixé 3DPC 29 65 0 24 Feb 2021
DEFT: Detection Embeddings for Tracking Mohamed Chaabane Peter Zhang J. Beveridge Stephen O'Hara VOT 91 88 0 03 Feb 2021
Discriminative Appearance Modeling with Multi-track Pooling for Real-time Multi-object Tracking Chanho Kim Fuxin Li Mazen Alotaibi James M. Rehg VOT 26 66 0 28 Jan 2021
Probabilistic Tracklet Scoring and Inpainting for Multiple Object Tracking F. Saleh S. Aliakbarian Hamid Rezatofighi Mathieu Salzmann Stephen Gould VOT 25 73 0 03 Dec 2020
A Hypergradient Approach to Robust Regression without Correspondence Yujia Xie Yongyi Mao Simiao Zuo Hongteng Xu X. Ye T. Zhao H. Zha 26 15 0 30 Nov 2020
Reconfigurable Cyber-Physical System for Critical Infrastructure Protection in Smart Cities via Smart Video-Surveillance J. Isern Francisco Barranco Daniel Deniz Juho Lesonen Jari Hannuksela Richard R. Carrillo 29 21 0 29 Nov 2020
DeepRepair: Style-Guided Repairing for DNNs in the Real-world Operational Environment Bing Yu Hua Qi Qing Guo Felix Juefei Xu Xiaofei Xie Lei Ma Jianjun Zhao 17 5 0 19 Nov 2020
SMOT: Single-Shot Multi Object Tracking Wei Li Yuanjun Xiong Shuo Yang Siqi Deng Wei Xia VOT 30 8 0 30 Oct 2020
Multiple Pedestrians and Vehicles Tracking in Aerial Imagery: A Comprehensive Study S. Azimi Maximilian Kraus R. Bahmanyar P. Reinartz 26 6 0 19 Oct 2020
Tracklets Predicting Based Adaptive Graph Tracking Chaobing Shan Chunbo Wei Bing Deng Jianqiang Huang Xiansheng Hua Xiaoliang Cheng K. Liang VOT 33 9 0 18 Oct 2020
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 19 261 0 15 Oct 2020
GCNNMatch: Graph Convolutional Neural Networks for Multi-Object Tracking via Sinkhorn Normalization Ioannis Papakis Abhijit Sarkar Anuj Karpatne VOT 29 54 0 30 Sep 2020
SAMOT: Switcher-Aware Multi-Object Tracking and Still Another MOT Measure Weitao Feng Zhihao Hu Baopu Li Weihao Gan Wei Wu Wanli Ouyang VOT 33 4 0 22 Sep 2020
MAT: Motion-Aware Multi-Object Tracking Shoudong Han Piao Huang Hongwei Wang En Yu Donghaisheng Liu Xiaofeng Pan Jun Zhao VOT 21 131 0 10 Sep 2020
Aggregating Long-Term Context for Learning Laparoscopic and Robot-Assisted Surgical Workflows Yutong Ban Guy Rosman Thomas M. Ward Daniel A. Hashimoto Taisei Kondo Hidekazu Iwaki O. Meireles Daniela Rus 28 19 0 01 Sep 2020
Map3D: Registration Based Multi-Object Tracking on 3D Serial Whole Slide Images Ruining Deng Haichun Yang Aadarsh Jha Yuzhe Lu Peng Chu Agnes B. Fogo Yuankai Huo 16 10 0 10 Jun 2020
Simple Unsupervised Multi-Object Tracking Shyamgopal Karthik Ameya Prabhu Vineet Gandhi VOT 29 77 0 04 Jun 2020
Multi-Object Tracking with Siamese Track-RCNN Bing Shuai Andrew G. Berneshawi Davide Modolo Joseph Tighe VOT 16 31 0 16 Apr 2020
ArTIST: Autoregressive Trajectory Inpainting and Scoring for Tracking F. Saleh M. S. Aliakbarian Mathieu Salzmann Stephen Gould DiffM VOT 29 13 0 16 Apr 2020
GraphBGS: Background Subtraction via Recovery of Graph Signals Jhony H. Giraldo T. Bouwmans 32 23 0 17 Jan 2020
3D Multi-Object Tracking: A Baseline and New Evaluation Metrics Xinshuo Weng Jianren Wang David Held Kris Kitani VOT 3DPC 26 122 0 09 Jul 2019