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"

34 / 34 papers shown

Title
S3MOT: Monocular 3D Object Tracking with Selective State Space Model Zhuohao Yan Shaoquan Feng Xingxing Li Yuxuan Zhou Chunxi Xia Shengyu Li VOT 74 0 0 25 Apr 2025
Deep MDP: A Modular Framework for Multi-Object Tracking Abhineet Singh VOT 20 0 0 22 Oct 2023
Unifying Short and Long-Term Tracking with Graph Hierarchies Orcun Cetintas Guillem Brasó Laura Leal-Taixé VOT 27 53 0 06 Dec 2022
How to Backpropagate through Hungarian in Your DETR? Lingjiao Chen Alok Sharma Chinmay Shirore Chengjie Zhang Balarama Raju Buddharaju 42 1 0 12 Nov 2022
Large Scale Real-World Multi-Person Tracking Bing Shuai Alessandro Bergamo Uta Buechler Andrew G. Berneshawi Alyssa Boden Joseph Tighe 13 13 0 03 Nov 2022
Multi-view Tracking Using Weakly Supervised Human Motion Prediction Martin Engilberge Weizhe Liu Pascal Fua VOT HAI 27 7 0 19 Oct 2022
Deep-PANTHER: Learning-Based Perception-Aware Trajectory Planner in Dynamic Environments J. Tordesillas Jonathan P. How 21 29 0 02 Sep 2022
Transformer-based assignment decision network for multiple object tracking Athena Psalta Vasileios Tsironis K. Karantzalos VOT 68 9 0 06 Aug 2022
PolarMOT: How Far Can Geometric Relations Take Us in 3D Multi-Object Tracking? Aleksandr Kim Guillem Brasó Aljosa Osep Laura Leal-Taixé 3DPC 32 45 0 03 Aug 2022
Multi-Object Tracking and Segmentation via Neural Message Passing Guillem Brasó Orcun Cetintas Laura Leal-Taixe VOT 21 21 0 15 Jul 2022
Towards Grand Unification of Object Tracking B. Yan Yi-Xin Jiang Pei Sun D. Wang Zehuan Yuan Ping Luo Huchuan Lu ViT VOT 40 136 0 14 Jul 2022
Simple Cues Lead to a Strong Multi-Object Tracker Jenny Seidenschwarz Guillem Brasó Victor Castro Serrano Ismail Elezi Laura Leal-Taixé VOT 30 48 0 09 Jun 2022
Joint Spatial-Temporal and Appearance Modeling with Transformer for Multiple Object Tracking Peng Dai Yiqiang Feng Renliang Weng Changshui Zhang VOT ViT 19 5 0 31 May 2022
GIAOTracker: A comprehensive framework for MCMOT with global information and optimizing strategies in VisDrone 2021 Yunhao Du Jun-Jun Wan Yanyun Zhao Binyu Zhang Zhihang Tong Junhao Dong 25 98 0 24 Feb 2022
GLAN: A Graph-based Linear Assignment Network He Liu Tao Wang Congyan Lang Songhe Feng Yi Jin Yidong Li 16 5 0 05 Jan 2022
Visual Object Tracking with Discriminative Filters and Siamese Networks: A Survey and Outlook S. Javed Martin Danelljan F. Khan Muhammad Haris Khan M. Felsberg Jirí Matas 34 126 0 06 Dec 2021
LMGP: Lifted Multicut Meets Geometry Projections for Multi-Camera Multi-Object Tracking D. M. Nguyen Roberto Henschel Bodo Rosenhahn Daniel Sonntag Paul Swoboda VOT 19 33 0 23 Nov 2021
SimpleTrack: Understanding and Rethinking 3D Multi-object Tracking Ziqi Pang Zhichao Li Naiyan Wang VOT 29 136 0 18 Nov 2021
Differentiable Tracking-Based Training of Deep Learning Sound Source Localizers Sharath Adavanne A. Politis Tuomas Virtanen 25 16 0 29 Oct 2021
Multi-Object Tracking with Deep Learning Ensemble for Unmanned Aerial System Applications Wanlin Xie J. Ide Daniel Izadi Sean Banger Thayne T. Walker Ryan Ceresani Dylan Spagnuolo Christopher Guagliano Henry Diaz Jason C. Twedt VOT 19 4 0 05 Oct 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 Mingli Song Jenq-Neng Hwang VOT 24 50 0 13 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 33 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 26 52 0 12 Jun 2021
RelationTrack: Relation-aware Multiple Object Tracking with Decoupled Representation En Yu Zhuoling Li Shoudong Han Hongwei Wang VOT 44 128 0 10 May 2021
Local Metrics for Multi-Object Tracking Jack Valmadre Alex Bewley Jonathan Huang Chen Sun C. Sminchisescu Cordelia Schmid VOT 43 13 0 06 Apr 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
Learning a Proposal Classifier for Multiple Object Tracking Peng Dai Renliang Weng Wongun Choi Changshui Zhang Zhangping He Wei Ding VOT 41 87 0 14 Mar 2021
DEFT: Detection Embeddings for Tracking Mohamed Chaabane Peter Zhang J. Beveridge Stephen O'Hara VOT 85 88 0 03 Feb 2021
A Hypergradient Approach to Robust Regression without Correspondence Yujia Xie Yongyi Mao Simiao Zuo Hongteng Xu X. Ye T. Zhao H. Zha 24 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 13 21 0 29 Nov 2020
SMOT: Single-Shot Multi Object Tracking Wei Li Yuanjun Xiong Shuo Yang Siqi Deng Wei Xia VOT 19 8 0 30 Oct 2020
Tracklets Predicting Based Adaptive Graph Tracking Chaobing Shan Chunbo Wei Bing Deng Jianqiang Huang Xiansheng Hua Xiaoliang Cheng K. Liang VOT 27 9 0 18 Oct 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
3D Multi-Object Tracking: A Baseline and New Evaluation Metrics Xinshuo Weng Jianren Wang David Held Kris M. Kitani VOT 3DPC 18 122 0 09 Jul 2019