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

ArXiv PDF HTML

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

50 / 86 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 83 0 0 25 Apr 2025
Learning a Neural Association Network for Self-supervised Multi-Object Tracking Shuai Li Michael G. Burke S. Ramamoorthy Juergen Gall VOT 83 0 0 18 Nov 2024
Is Multiple Object Tracking a Matter of Specialization? G. Mancusi Mattia Bernardi Aniello Panariello Angelo Porrello Rita Cucchiara Simone Calderara MoMe 36 1 0 01 Nov 2024
Multi-Camera Multi-Person Association using Transformer-Based Dense Pixel Correspondence Estimation and Detection-Based Masking Daniel Kathein Byron Hernandez Henry Medeiros 34 0 0 17 Aug 2024
PhyTracker: An Online Tracker for Phytoplankton Yang Yu Qingxuan Lv Yuezun Li Zhiqiang Wei Junyu Dong 25 0 0 29 Jun 2024
TeamTrack: A Dataset for Multi-Sport Multi-Object Tracking in Full-pitch Videos Atom Scott Ikuma Uchida Ning Ding Rikuhei Umemoto Rory Bunker Ren Kobayashi Takeshi Koyama Masaki Onishi Yoshinari Kameda Keisuke Fujii 43 5 0 22 Apr 2024
Deep MDP: A Modular Framework for Multi-Object Tracking Abhineet Singh VOT 28 0 0 22 Oct 2023
FishMOT: A Simple and Effective Method for Fish Tracking Based on IoU Matching Shuo Liu Lulu Han Xiaoyang Liu Junli Ren Fang Wang Ying Liu Yuanshan Lin VOT 16 4 0 06 Sep 2023
UnsMOT: Unified Framework for Unsupervised Multi-Object Tracking with Geometric Topology Guidance Son N. Tran Cong Tran Anh Tran Cuong Pham VOT 33 0 0 03 Sep 2023
ReST: A Reconfigurable Spatial-Temporal Graph Model for Multi-Camera Multi-Object Tracking Cheng-Che Cheng Mingfei Qiu Chen-Kuo Chiang S. Lai VOT 34 20 0 25 Aug 2023
FOLT: Fast Multiple Object Tracking from UAV-captured Videos Based on Optical Flow Mufeng Yao Jiaqi Wang Jinlong Peng M. Chi Chao Liu VOT 22 13 0 14 Aug 2023
Trajectory Poisson multi-Bernoulli mixture filter for traffic monitoring using a drone Á. F. García-Fernández Jimin Xiao 27 13 0 29 Jun 2023
Tracking Objects with 3D Representation from Videos Jiawei He Lue Fan Yuqi Wang Yuntao Chen Zehao Huang Nai-long Wang Zhaoxiang Zhang 3DPC VOT 66 1 0 08 Jun 2023
Learnable Graph Matching: A Practical Paradigm for Data Association Jiawei He Zehao Huang Naiyan Wang Zhaoxiang Zhang 42 2 0 27 Mar 2023
BrackishMOT: The Brackish Multi-Object Tracking Dataset Malte Pedersen Daniel Lehotský I. Nikolov T. Moeslund 39 9 0 21 Feb 2023
Unifying Short and Long-Term Tracking with Graph Hierarchies Orcun Cetintas Guillem Brasó Laura Leal-Taixé VOT 30 53 0 06 Dec 2022
Sparse Message Passing Network with Feature Integration for Online Multiple Object Tracking Bisheng Wang Horst Possegger Horst Bischof Guo-xin Cao VOT 23 0 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 18 13 0 03 Nov 2022
Multi-view Tracking Using Weakly Supervised Human Motion Prediction Martin Engilberge Weizhe Liu Pascal Fua VOT HAI 33 7 0 19 Oct 2022
Quo Vadis: Is Trajectory Forecasting the Key Towards Long-Term Multi-Object Tracking? Patrick Dendorfer V. Yugay Aljosa Osep Laura Leal-Taixé 72 40 0 14 Oct 2022
Deep-PANTHER: Learning-Based Perception-Aware Trajectory Planner in Dynamic Environments J. Tordesillas Jonathan P. How 21 29 0 02 Sep 2022
Robust Multi-Object Tracking by Marginal Inference Yifu Zhang Chunyu Wang Xinggang Wang Wenjun Zeng Wenyu Liu VOT 26 17 0 07 Aug 2022
Transformer-based assignment decision network for multiple object tracking Athena Psalta Vasileios Tsironis K. Karantzalos VOT 74 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 38 45 0 03 Aug 2022
Multi-Object Tracking and Segmentation via Neural Message Passing Guillem Brasó Orcun Cetintas Laura Leal-Taixe VOT 36 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 49 136 0 14 Jul 2022
Depth Perspective-aware Multiple Object Tracking Kha Gia Quach Huu Le Pha Nguyen C. Duong Tien D. Bui Khoa Luu VOT 37 5 0 10 Jul 2022
BoT-SORT: Robust Associations Multi-Pedestrian Tracking Nir Aharon Roy Orfaig B. Bobrovsky VOT 34 441 0 29 Jun 2022
Simple Cues Lead to a Strong Multi-Object Tracker Jenny Seidenschwarz Guillem Brasó Victor Castro Serrano Ismail Elezi Laura Leal-Taixé VOT 47 48 0 09 Jun 2022
Transformers for Multi-Object Tracking on Point Clouds Felicia Ruppel F. Faion Claudius Gläser Klaus C. J. Dietmayer 3DPC 26 17 0 31 May 2022
Joint Spatial-Temporal and Appearance Modeling with Transformer for Multiple Object Tracking Peng Dai Yiqiang Feng Renliang Weng Changshui Zhang VOT ViT 30 5 0 31 May 2022
Recent Advances in Embedding Methods for Multi-Object Tracking: A Survey Gaoang Wang Xiuming Zhang Lei Li VOT 59 15 0 22 May 2022
AnimalTrack: A Benchmark for Multi-Animal Tracking in the Wild Libo Zhang Junyuan Gao Zhen Xiao Heng Fan VOT 22 33 0 30 Apr 2022
FasterVideo: Efficient Online Joint Object Detection And Tracking Issa Mouawad Francesca Odone VOT 32 4 0 15 Apr 2022
Human Instance Segmentation and Tracking via Data Association and Single-stage Detector Lu Cheng Mingde Zhao 28 0 0 31 Mar 2022
Learning of Global Objective for Network Flow in Multi-Object Tracking Shuaiyang Li Yu Kong Hamid Rezatofighi VOT 30 20 0 30 Mar 2022
A Comprehensive Review of Computer Vision in Sports: Open Issues, Future Trends and Research Directions Banoth Thulasya Naik Mohammad Farukh Hashmi N. Bokde 41 87 0 03 Mar 2022
StrongSORT: Make DeepSORT Great Again Yunhao Du Zhaohui Hou Yang Song Yanyun Zhao Zhicheng Zhao Tao Gong Hongying Meng VOT 38 538 0 28 Feb 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 36 99 0 24 Feb 2022
Real-Time Siamese Multiple Object Tracker with Enhanced Proposals Lorenzo Vaquero V. Brea M. Mucientes VOT 19 0 0 10 Feb 2022
GLAN: A Graph-based Linear Assignment Network He Liu Tao Wang Congyan Lang Songhe Feng Yi Jin Yidong Li 23 5 0 05 Jan 2022
Tracking People by Predicting 3D Appearance, Location & Pose Jathushan Rajasegaran Georgios Pavlakos Angjoo Kanazawa Jitendra Malik 3DH 27 15 0 08 Dec 2021
Visual Object Tracking with Discriminative Filters and Siamese Networks: A Survey and Outlook S. Javed Martin Danelljan Fahad Shahbaz Khan Muhammad Haris Khan M. Felsberg Jirí Matas 42 126 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 27 33 0 23 Nov 2021
SimpleTrack: Understanding and Rethinking 3D Multi-object Tracking Ziqi Pang Zhichao Li Naiyan Wang VOT 29 138 0 18 Nov 2021
Tracking People with 3D Representations Jathushan Rajasegaran Georgios Pavlakos Angjoo Kanazawa Jitendra Malik 3DH 33 26 0 15 Nov 2021
Differentiable Tracking-Based Training of Deep Learning Sound Source Localizers Sharath Adavanne A. Politis Tuomas Virtanen 29 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 21 4 0 05 Oct 2021
MOTSynth: How Can Synthetic Data Help Pedestrian Detection and Tracking? Matteo Fabbri Guillem Brasó Gianluca Maugeri Orcun Cetintas Riccardo Gasparini Aljosa Osep Simone Calderara Laura Leal-Taixe Rita Cucchiara ViT 40 106 0 21 Aug 2021