Deep Learning in Video Multi-Object Tracking: A Survey

18 July 2019

Gioele Ciaparrone

Francisco Luque Sánchez

Papers citing "Deep Learning in Video Multi-Object Tracking: A Survey"

50 / 68 papers shown

Title
WildLive: Near Real-time Visual Wildlife Tracking onboard UAVs Nguyen Ngoc Dat Tom Richardson Matthew Watson Kilian Meier Jenna Kline Sid Reid Guy Maalouf Duncan Hine Majid Mirmehdi T. Burghardt 120 1 0 14 Apr 2025
Gotta Hear Them All: Sound Source Aware Vision to Audio Generation Wei Guo Heng Wang Jianbo Ma Weidong Cai DiffM 153 5 0 23 Nov 2024
CVPR19 Tracking and Detection Challenge: How crowded can it get? Patrick Dendorfer S. Hamid Rezatofighi Anton Milan Javen Qinfeng Shi Daniel Cremers Ian Reid Stefan Roth Konrad Schindler Laura Leal-Taixe VOT 42 88 0 10 Jun 2019
Online Multi-Object Tracking with Instance-Aware Tracker and Dynamic Model Refreshment Peng Chu Heng Fan C. C. Tan Haibin Ling VOT 58 112 0 21 Feb 2019
Online Multi-Object Tracking with Dual Matching Attention Networks Ji Zhu Hua Yang Nian Liu Minyoung Kim Wenjun Zhang Ming-Hsuan Yang VOT 65 347 0 02 Feb 2019
Learning Non-Uniform Hypergraph for Multi-Object Tracking Longyin Wen Dawei Du Shengkun Li Xiao Bian Siwei Lyu VOT 48 36 0 10 Dec 2018
Eliminating Exposure Bias and Loss-Evaluation Mismatch in Multiple Object Tracking Andrii Maksai Pascal Fua VOT 107 17 0 27 Nov 2018
Real-time Multiple People Tracking with Deeply Learned Candidate Selection and Person Re-Identification Long Chen H. Ai Zijie Zhuang C. Shang VOT 51 378 0 12 Sep 2018
Who did What at Where and When: Simultaneous Multi-Person Tracking and Activity Recognition Wenbo Li Ming-Ching Chang Siwei Lyu 34 10 0 03 Jul 2018
Deep Continuous Conditional Random Fields with Asymmetric Inter-object Constraints for Online Multi-object Tracking Hui Zhou Wanli Ouyang Jian Cheng Xiaogang Wang Hongsheng Li VOT 64 78 0 04 Jun 2018
Trajectory Factory: Tracklet Cleaving and Re-connection by Deep Siamese Bi-GRU for Multiple Object Tracking Cong Ma Changshui Yang Fan Yang Yueqing Zhuang Ziwei Zhang Huizhu Jia Xiaodong Xie VOT 46 87 0 12 Apr 2018
YOLOv3: An Incremental Improvement Joseph Redmon Ali Farhadi ObjD 120 21,447 0 08 Apr 2018
Beyond Pixels: Leveraging Geometry and Shape Cues for Online Multi-Object Tracking Sarthak Sharma J. Ansari Krishna Murthy Jatavallabhula K. M. Krishna VOT 59 169 0 26 Feb 2018
Machine Learning Methods for Data Association in Multi-Object Tracking Patrick Emami P. Pardalos L. Elefteriadou Sanjay Ranka VOT 103 40 0 19 Feb 2018
SOT for MOT Qizheng He Jia-Nan Wu Gang Yu Chi Zhang VOT 69 10 0 04 Dec 2017
Memory Based Online Learning of Deep Representations from Video Streams F. Pernici F. Bartoli Matteo Bruni A. Bimbo CVBM 70 30 0 17 Nov 2017
Recurrent Autoregressive Networks for Online Multi-Object Tracking Kuan Fang Yu Xiang Xiaocheng Li Silvio Savarese VOT 65 244 0 07 Nov 2017
Deep Self-Paced Learning for Person Re-Identification Sanping Zhou Jinjun Wang Deyu Meng Xiaomeng Xin Yubing Li Yihong Gong N. Zheng 69 76 0 07 Oct 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 52 347 0 09 Aug 2017
Deeply-Learned Part-Aligned Representations for Person Re-Identification Liming Zhao Xi Li Jingdong Wang Yueting Zhuang 85 751 0 23 Jul 2017
Accurate Single Stage Detector Using Recurrent Rolling Convolution Jimmy S. J. Ren Xiaohao Chen Jianbo Liu Wenxiu Sun Jiahao Pang Qiong Yan Yu-Wing Tai Li Xu ObjD 53 281 0 19 Apr 2017
Tracking the Trackers: An Analysis of the State of the Art in Multiple Object Tracking Laura Leal-Taixé Anton Milan Konrad Schindler Daniel Cremers Ian Reid Stefan Roth VOT 58 124 0 10 Apr 2017
A Hybrid Data Association Framework for Robust Online Multi-Object Tracking Min Yang Yuwei Wu Yunde Jia VOT 58 57 0 31 Mar 2017
In Defense of the Triplet Loss for Person Re-Identification Alexander Hermans Lucas Beyer Bastian Leibe DML 78 3,206 0 22 Mar 2017
Simple Online and Realtime Tracking with a Deep Association Metric N. Wojke Alex Bewley Dietrich Paulus VOT 397 3,533 0 21 Mar 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 352 27,195 0 20 Mar 2017
Large Margin Object Tracking with Circulant Feature Maps Mengmeng Wang Yong-Jin Liu Zeyi Huang 79 540 0 15 Mar 2017
Instance Flow Based Online Multiple Object Tracking Sebastian Bullinger C. Bodensteiner Michael Arens VOT 48 18 0 03 Mar 2017
Tracking The Untrackable: Learning To Track Multiple Cues with Long-Term Dependencies Amir Sadeghian Alexandre Alahi Silvio Savarese VOT 77 530 0 08 Jan 2017
YOLO9000: Better, Faster, Stronger Joseph Redmon Ali Farhadi VLM ObjD 181 15,616 0 25 Dec 2016
Finding Tiny Faces Peiyun Hu Deva Ramanan CVBM ObjD 67 743 0 13 Dec 2016
RMPE: Regional Multi-person Pose Estimation Haoshu Fang Shuqin Xie Yu-Wing Tai Cewu Lu 3DH 118 1,586 0 01 Dec 2016
ECO: Efficient Convolution Operators for Tracking Martin Danelljan Goutam Bhat Fahad Shahbaz Khan Michael Felsberg 119 2,270 0 28 Nov 2016
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields Zhe Cao Tomas Simon S. Wei Yaser Sheikh 3DH 149 6,541 0 24 Nov 2016
POI: Multiple Object Tracking with High Performance Detection and Appearance Feature F. Yu Wenbo Li Quanquan Li Yu Liu Xiaohua Shi Junjie Yan VOT 57 435 0 19 Oct 2016
Similarity Mapping with Enhanced Siamese Network for Multi-Object Tracking Minyoung Kim S. Alletto Luca Rigazio VOT 90 31 0 28 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 83 2,614 0 06 Sep 2016
Multi-Person Tracking by Multicut and Deep Matching Siyu Tang Bjoern Andres Mykhaylo Andriluka Bernt Schiele 51 207 0 17 Aug 2016
Wide Residual Networks Sergey Zagoruyko N. Komodakis 340 7,985 0 23 May 2016
R-FCN: Object Detection via Region-based Fully Convolutional Networks Jifeng Dai Yi Li Kaiming He Jian Sun ObjD 174 5,641 0 20 May 2016
Joint Learning of Siamese CNNs and Temporally Constrained Metrics for Tracklet Association Bernie Wang Li Wang Bing Shuai Zhen Zuo Ting Liu K. Chan G. Wang VOT 69 106 0 15 May 2016
Learning by tracking: Siamese CNN for robust target association Laura Leal-Taixé Cristian Canton Ferrer Konrad Schindler 51 427 0 26 Apr 2016
Learning Deep Feature Representations with Domain Guided Dropout for Person Re-identification Tong Xiao Hongsheng Li Wanli Ouyang Xiaogang Wang OOD 77 977 0 26 Apr 2016
Subcategory-aware Convolutional Neural Networks for Object Proposals and Detection Yu Xiang Wongun Choi Yuanqing Lin Silvio Savarese ObjD 63 282 0 16 Apr 2016
Online Multi-Target Tracking Using Recurrent Neural Networks Anton Milan S. Hamid Rezatofighi A. Dick Ian Reid Konrad Schindler VOT 76 515 0 13 Apr 2016
Person Re-identification in the Wild Liang Zheng Hengheng Zhang Shaoyan Sun Manmohan Chandraker Yi Yang Q. Tian 51 684 0 09 Apr 2016
MOT16: A Benchmark for Multi-Object Tracking Anton Milan Laura Leal-Taixe Ian Reid Stefan Roth Konrad Schindler VOT 144 1,803 0 02 Mar 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 150 7,486 0 24 Feb 2016
Simple Online and Realtime Tracking Alex Bewley Zongyuan Ge Lionel Ott F. Ramos B. Upcroft VOT 84 3,095 0 02 Feb 2016
Instance-aware Semantic Segmentation via Multi-task Network Cascades Jifeng Dai Kaiming He Jian Sun SSeg 168 1,228 0 14 Dec 2015