1. Top Conference Papers
CVPR2020 (33 articles in total)
1.1. CVPR2020
Multi-target tracking
1.How to Train Your Deep Multi-Object Tracker
作者｜Yihong Xu, Aljosa Osep, Yutong Ban, Radu Horaud, Laura Leal-Taixe, Xavier Alameda-Pineda
代码｜https://github.com/yihongXU/deepMOT
2.Learning a Neural Solver for Multiple Object Tracking
作者｜Guillem Braso, Laura Leal-Taixe
代码｜https://github.com/dvl-tum/mot_neural_solver（PyTorch）
3.GNN3DMOT: Graph Neural Network for 3D Multi-Object Tracking With 2D-3D Multi-Feature Learning
作者｜Xinshuo Weng, Yongxin Wang, Yunze Man, Kris M. Kitani
代码｜https://github.com/xinshuoweng/GNN3DMOT（PyTorch）
4. Author of A Unified Object Motion and Affinity Model for Online Multi-Object Tracking
| Junbo Yin, Wenguan Wang, Qinghao Meng, Ruigang Yang, Jianbing Shen
Unit | Beijing Institute of Technology; ETH Zurich; Baidu; IIAI etc.
Code | https: //github.com/yinjunbo/UMA-MOT
5. Author of Learning Multi-Object Tracking and Segmentation From Automatic Annotations
| Lorenzo Porzi, Markus Hofinger, Idoia Ruiz, Joan Serrat, Samuel Rota Bulo, Peter Kontschieder
Unit | Mapillary Research; Graz Technical University, etc.
6. SQE: a Self Quality Evaluation Metric for Parameters Optimization in Multi-Object Tracking
Author | Yanru Huang, Feiyu Zhu, Zheni Zeng, Xi Qiu, Yuan Shen, Jianan Wu
Unit | Tsinghua; Megvii
7. RetinaTrack: Online Single Stage Joint Detection and Tracking
Author | Zhichao Lu, Vivek Rathod, Ronny Votel, Jonathan Huang
Unit | Google
Target tracking and segmentation
8. State-Aware Tracker for Real-Time Video Object Segmentation
Author | Xi Chen, Zuoxin Li, Ye Yuan, Gang Yu, Jianxin Shen, Donglian Qi
Unit | Zhejiang University; Defeated
Code | https://github.com/XavierCHEN34 /State-Aware-Tracker
9.Classifying, Segmenting, and Tracking Object Instances in Video with Mask Propagation
作者 | Gedas Bertasius, Lorenzo Torresani
单位 | Facebook AI
网站 | https://gberta.github.io/maskprop/
10. Fast Template Matching and Update for Video Object Tracking and Segmentation
Author | Mingjie Sun, Jimin Xiao, Eng Gee Lim, Bingfeng Zhang, Yao Zhao
Unit | Western Suburbs University of Liverpool; University of Liverpool; Beijing Jiaotong University
Code | https://github .com/insomnia94/FTMU
11. Video Instance Segmentation Tracking With a Modified VAE Architecture
Author | Chung-Ching Lin, Ying Hung, Rogerio Feris, Linglin He
Unit | IBM Research AI; Rutgers University
12. D3S-A Discriminative Single Shot Segmentation Tracker
Author | Alan Lukezic, Jiri Matas, Matej Kristan
Unit | University of Ljubljana, etc.
13. MAST: A Memory-Augmented Self-Supervised Tracker
Author | Zihang Lai, Erika Lu, Weidi Xie
Unit | Oxford University
Code | https://github.com/zlai0/MAST
Single target tracking
14. SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual Tracking (Oral)
Author | Dongyan Guo, Jun Wang, Ying Cui, Zhenhua Wang, Shengyong Chen
Unit | Zhejiang University; Tianjin University
Code | https://github.com/ohhhyeahhh /SiamCAR
15. Author of Siamese Box Adaptive Network for Visual Tracking
| Zedu Chen, Bineng Zhong, Guorong Li, Shengping Zhang, Rongrong Ji]
Unit | Huaqiao University; National University of Science and Technology; Harbin Institute of Technology; Pengcheng Laboratory; Xiamen University; Southern Institute of Technology
Code | https: //github.com/hqucv/siamban
16. Deformable Siamese Attention Networks for Visual Object Tracking
Author | Yuechen Yu, Yilei Xiong, Weilin Huang, Matthew R. Scott
Unit | Shenzhen Malong Technology
17. Correlation-Guided Attention for Corner Detection Based Visual Tracking
Author | Fei Du, Peng Liu, Wei Zhao, Xianglong Tang
Unit | Harbin Institute of Technology
18. Siam R-CNN: Visual Tracking by Re-Detection
Author | Paul Voigtlaender, Jonathon Luiten, Philip HS Torr, Bastian Leibe
Unit | Aachen University of Technology; Oxford University
Code | http://www.vision.rwth-aachen. de/page/siamrcnn
19. Probabilistic Regression for Visual Tracking
Author | Martin Danelljan, Luc Van Gool, Radu Timofte
Unit | ETH Zurich
Code | https://github.com/visionml/pytracking
20. Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking (Oral)
Author | Jin Gao, Weiming Hu, Yan Lu
Unit | Institute of Automation, Chinese Academy of Sciences; National University of Science and Technology; Microsoft
Code | https://github.com/Amgao/RLS -RTMDNet
21. ROAM: Recurrently Optimizing Tracking Model
Author | Tianyu Yang, Pengfei Xu, Runbo Hu, Hua Chai, Antoni B. Chan
Unit | Tencent AI; City University of Hong Kong'; Didi
Code | https://github.com/skyoung/ ROAM
22. One-Shot Adversarial Attacks on Visual Tracking With Dual Attention
Author | Xuesong Chen, Xiyu Yan, Feng Zheng, Yong Jiang, Shu-Tao Xia, Yong Zhao, Rongrong Ji
Unit | Peking University; Tsinghua University; Southern University of Science and Technology; Pengcheng Experiment Room; Xiamen University
23. AutoTrack: Towards High-Performance Visual Tracking for UAV With Automatic Spatio-Temporal Regularization
Author | Yiming Li, Changhong Fu, Fangqiang Ding, Ziyuan Huang, Geng Lu
Unit | Tongji University; National University of Singapore; Tsinghua
Code | https:// github.com/vision4robotics/AutoTrack
Long-term tracking
24. Author of High-Performance Long-Term Tracking With Meta-Updater (Oral)
| Kenan Dai, Yunhua Zhang, Dong Wang, Jianhua Li, Huchuan Lu, Xiaoyun Yang
Unit | Dalian University of Technology; University of Amsterdam; Pengcheng Laboratory and other
codes | https://github.com/Daikenan/LTMU
3D target tracking
25. P2B: Point-to-Box Network for 3D Object Tracking in Point Clouds
Author | Haozhe Qi, Chen Feng, Zhiguo Cao, Feng Zhao, Yang Xiao
Unit | Huazhong University of Science and Technology
Code | https://github.com/HaozheQi/ P2B
26. Joint Spatial-Temporal Optimization for Stereo 3D Object Tracking
Author | Peiliang Li, Jieqi Shi, Shaojie Shen
Unit | Hong Kong University of Science and Technology
27. PnPNet: End-to-End Perception and Prediction With Tracking in the Loop
Author | Ming Liang, Bin Yang, Wenyuan Zeng, Yun Chen, Rui Hu, Sergio Casas, Raquel Urtasun
Unit | Uber ATG; University of Toronto
Cell tracking
28. MPM: Joint Representation of Motion and Position Map for Cell Tracking
Author | Junya Hayashida, Kazuya Nishimura, Ryoma Bise
Unit | Kyushu University, Japan
Code | https://github.com/JunyaHayashida/MPM
Research on Robustness of Target Tracking
29. Cooling-Shrinking Attack: Blinding the Tracker With Imperceptible Noises
Author | Bin Yan, Dong Wang, Huchuan Lu, Xiaoyun Yang
Unit | Dalian University of Technology; Pengcheng Laboratory, etc.
Code | https://github.com/MasterBin-IIAU /CSA
Target tracking of visible light and infrared images
30. Cross-Modal Pattern-Propagation for RGB-T Tracking
Author | Chaoqun Wang, Chunyan Xu, Zhen Cui, Ling Zhou, Tong Zhang, Xiaoya Zhang, Jian Yang
Unit | Nanjing University of Science and Technology
Target detection and tracking based on Doppler radar non-line-of-sight area
31. Seeing Around Street Corners: Non-Line-of-Sight Detection and Tracking In-the-Wild Using Doppler Radar
Author | Nicolas Scheiner, Florian Kraus, Fangyin Wei, Buu Phan, Fahim Mannan, Nils Appenrodt, Werner Ritter, Jurgen Dickmann , Klaus Dietmayer, Bernhard Sick, Felix Heide
Unit | Mercedes-Benz; Princeton University; Algolux; Ulm University, etc.
3D zebrafish tracking data set
32. 3D-ZeF: A 3D Zebrafish Tracking Benchmark Dataset
Author | Malte Pedersen, Joakim Bruslund Haurum, Stefan Hein Bengtson, Thomas B. Moeslund
Unit | Aalborg University
Code | https://bitbucket.org/aauvap/3d-zef /src/master/
Website| https://vap.aau.dk/3d-zef/
Non-rigid object tracking
33. Learning to Optimize Non-Rigid Tracking
Author | Yang Li, Aljaz Bozic, Tianwei Zhang, Yanli Ji, Tatsuya Harada, Matthias Niessner
Unit | University of Tokyo; University of Electronic Science and Technology of China; Japan Institute of RIKEN; Technical University of Munich
1.2. ECCV2020
ECCV2020 (26 articles in total)
1. Segment as Points for Efficient Online Multi-Object Tracking and Segmentation
Author｜Zhenbo Xu, Wei Zhang, Xiao Tan, Wei Yang, Huan Huang, Shilei Wen, Errui Ding, Liusheng Huang
Code｜https:/ /github.com/detectRecog/PointTrack
2. Chained-Tracker: Chaining Paired Attentive Regression Results for End-to-End Joint Multiple-Object Detection and Tracking
Author｜Jinlong Peng, Changan Wang, Fangbin Wan, Yang Wu, Yabiao Wang, Ying Tai, Chengjie Wang, Jilin Li, Feiyue Huang, Yanwei Fu
3.Tracking objects as points
4.TAO: A Large-scale Benchmark for Tracking Any Object
作者｜Achal Dave, Tarasha Khurana, Pavel Tokmakov, Cordelia Schmid, Deva Ramanan
代码｜https://github.com/TAO-Dataset/tao
5. Weakly-Supervised Cell Tracking via Backward-and-Forward Propagation
Author ｜ Kazuya Nishimura, Junya Hayashida, Chenyang Wang, Dai Fei Elmer Ker, Ryoma Bise Daisui
｜https://github.com/naivete5656/WSCTBFP
6. Towards End-to-end Video-based Eye-Tracking
Author｜Seonwook Park, Emre Aksan, Xucong Zhang, Otmar Hilliges
Code｜https://ait.ethz.ch/projects/2020/EVE
7.Unsupervised Video Object Segmentation with Joint Hotspot Tracking
8.Learning Feature Embeddings for Discriminant Model based Tracking
9.Guessing State Tracking for Visual Dialogue
作者｜Wei Pang, Xiaojie Wang
代码｜https://github.com/xubuvd/guesswhat
10. TRADI: Tracking deep neural network weight distributions
作者 ｜ Gianni Franchi, Andrei Bursuc, Emanuel Aldea, Severine Dubuisson, Isabelle Bloch
11.Deep Learning-based Pupil Center Detection for Fast and Accurate Eye Tracking System
demo｜https://www.youtube.com/watch?v=8t2FLz_ucvs
12. Robust Tracking against Adversarial Attacks
Author｜Shuai Jia, Chao Ma, Yibing Song, Xiaokang Yang
13.Self-supervised Keypoint Correspondences for Multi-Person Pose Estimation and Tracking in Videos
作者｜Umer Rafi, Andreas Doering, Bastian Leibe, Juergen Gall
xiv. CLNet: A Compact Latent Network for Fast Adjusting Siamese Tracker
15.Learning Object-aware Anchor-free Networks for Real-time Object Tracking
作者｜Zhipeng Zhang，Houwen Peng，Jianlong Fu，Bing Li，Weiming Hu
代码｜https://github.com/researchmm/TracKit
16.Object Tracking using Spatio-Temporal Networks for Future Prediction Location
17.LC-VSLAM: Real-time Tracking and Bundle Adjustment in Line-Cloud
18. Challenge-Aware RGBT Tracking
Author｜Chenglong Li, Lei Liu, Andong Lu, Qing Ji, Jin Tang
19.PG-Net: Pixel to Global Matching Network for Visual Tracking
20.Temporal Keypoint Matching and Refinement Network for Pose Estimation and Tracking
作者｜Chunluan Zhou，Zhou Ren，Gang Hua
21.Know Your Surroundings: Exploiting Scene Information for Object Tracking
作者｜Goutam Bhat, Martin Danelljan, Luc Van Gool, Radu Timofte
22.Simultaneous Detection and Tracking with Motion Modelling for Multiple Object Tracking
作者｜ShiJie Sun, Naveed Akhtar, XiangYu Song, HuanSheng Song, Ajmal Mian, and Mubarak Shah
代码｜https://github.com/shijieS/OmniMOTDataset
23. SPARK: Spatial-aware Online Incremental Attack Against Visual Tracking
Author｜Qing Guo, Xiaofei Xie, Felix Juefei-Xu, Lei Ma, Zhongguo Li, Wanli Xue, Wei Feng, Yang Liu
24. Efficient Adversarial Attacks for Visual Object Tracking
Author｜Siyuan Liang, Xingxing Wei, Siyuan Yao, Xiaochun Cao
25.Tracking Emerges by Looking Around Static Scenes, with Neural 3D Mapping
作者｜Adam W. Harley, Shrinidhi K. Lakshmikanth, Paul Schydlo, Katerina Fragkiadaki
26.Stereo Event-based Particle Tracking Velocimetry for 3D Fluid Flow Reconstruction
1.3. CVPR2019
CVPR2019 (19 articles in total)
Single target tracking
1. Unsupervised Deep Tracking
Author｜Ning Wang, Yibing Song, Chao Ma, Wengang Zhou, Wei Liu, Houqiang Li
Code｜https://github.com/594422814/UDT/
2.Tracking by Animation: Unsupervised Learning of Multi-Object Attentive Trackers
作者｜Zhen He, Jian Li, Daxue Liu, Hangen He, David Barber
代码｜https://github.com/zhen-he/tracking-by-animation
3.Object Tracking by Reconstruction With View-Specific Discriminative Correlation Filters
作者｜Ugur Kart, Alan Lukezic, Matej Kristan, Joni-Kristian Kamarainen, Jiri Matas
4. Target-Aware Deep Tracking
Author｜Xin Li, Chao Ma, Baoyuan Wu, Zhenyu He, Ming-Hsuan Yang
Code｜https://github.com/XinLi-zn/TADT
Code｜https://github.com/ ZikunZhou/TADT-python
5.SPM-Tracker: Series-Parallel Matching for Real-Time Visual Object Tracking
作者｜Guangting Wang, Chong Luo, Zhiwei Xiong, Wenjun Zeng
6. SiamRPN++: Evolution of Siamese Visual Tracking With Very Deep Networks
Author｜Bo Li, Wei Wu, Qiang Wang, Fangyi Zhang, Junliang Xing, Junjie Yan
Code｜https://github.com/STVIR/pysot
7.Deeper and Wider Siamese Networks for Real-Time Visual Tracking
作者｜Zhipeng Zhang, Houwen Peng
代码｜https://github.com/researchmm/SiamDW
8. Graph Convolutional Tracking
Author｜Junyu Gao, Tianzhu Zhang, Changsheng Xu
Code｜https://nlpr-web.ia.ac.cn/mmc/homepage/jygao/gct_cvpr2019.html#
9.ATOM: Accurate Tracking by Overlap Maximization
作者｜Martin Danelljan, Goutam Bhat, Fahad Shahbaz Khan, Michael Felsberg
代码｜https://github.com/visionml/pytracking
10. Visual Tracking via Adaptive Spatially-Regularized Correlation Filters
Author｜Kenan Dai, Dong Wang, Huchuan Lu, Chong Sun, Jianhua Li
Code｜https://github.com/Daikenan/ASRCF
11.ROI Pooled Correlation Filters for Visual Tracking
作者｜Yuxuan Sun, Chong Sun, Dong Wang, You He, Huchuan Lu
12.Siamese Cascaded Region Proposal Networks for Real-Time Visual Tracking
作者｜Heng Fan, Haibin Ling
Multi-target tracking
13.Eliminating Exposure Bias and Metric Mismatch in Multiple Object Tracking
作者｜Andrii Maksai, Pascal Fua
14. MOTS: Multi-Object Tracking and Segmentation
作者 ｜ Paul Voigtlaender, Michael Krause, Aljosa Osep, Jonathon Luiten, Berin Balachandar Gnana Sekar, Andreas Geiger, Bastian Leibe
｜ ｜https://www.vision.rwth-aachen.de page / mots
Tracking and segmentation
15.Fast Online Object Tracking and Segmentation: A Unifying Approach
作者｜Qiang Wang, Li Zhang, Luca Bertinetto, Weiming Hu, Philip H.S. Torr
代码｜https://github.com/foolwood/SiamMask
3D target tracking
16.Leveraging Shape Completion for 3D Siamese Tracking
作者｜Silvio Giancola, Jesus Zarzar, Bernard Ghanem
代码｜https://github.com/SilvioGiancola/ShapeCompletion3DTracking
Tracking data set
17. LaSOT: A High-Quality Benchmark for Large-Scale Single Object Tracking
Author｜Heng Fan, Liting Lin, Fan Yang, Peng Chu, Ge Deng, Sijia Yu, Hexin Bai, Yong Xu, Chunyuan Liao, Haibin Ling
Code｜https ://cis.temple.edu/lasot/index.html
18.Argoverse: 3D Tracking and Forecasting With Rich Maps
作者｜Ming-Fang Chang, John Lambert, Patsorn Sangkloy, Jagjeet Singh, Slawomir Bak, Andrew Hartnett, De Wang, Peter Carr, Simon Lucey, Deva Ramanan, James Hays
代码｜https://www.argoverse.org/
19.CityFlow: A City-Scale Benchmark for Multi-Target Multi-Camera Vehicle Tracking and Re-Identification
作者｜Zheng Tang, Milind Naphade, Ming-Yu Liu, Xiaodong Yang, Stan Birchfield, Shuo Wang, Ratnesh Kumar, David Anastasiu, Jenq-Neng Hwang
代码｜https://www.aicitychallenge.org/
1.4. ICCV2019
ICCV2019 (11 articles in total)
1.DiMP: Goutam Bhat, Martin Danelljan, Luc Van Gool, Radu Timofte.
“Learning Discriminative Model Prediction for Tracking.” ICCV (2019 oral). [code]
2. GradNet: Peixia Li, Boyu Chen, Wanli Ouyang, Dong Wang, Xiaoyun Yang, Huchuan Lu.
“ GradNet: Gradient-Guided Network for Visual Object Tracking. ”ICCV (2019 oral). [code]
3.MLT: Janghoon Choi, Junseok Kwon, Kyoung Mu Lee.
“Deep Meta Learning for Real-Time Target-Aware Visual Tracking.” ICCV (2019).
4.SPLT: Bin Yan, Haojie Zhao, Dong Wang, Huchuan Lu, Xiaoyun Yang
“‘Skimming-Perusal’ Tracking: A Framework for Real-Time and Robust Long-Term Tracking.” ICCV (2019). [code]
5.ARCF: Ziyuan Huang, Changhong Fu, Yiming Li, Fuling Lin, Peng Lu.
“Learning Aberrance Repressed Correlation Filters for Real-Time UAV Tracking.” ICCV (2019). [code]
6.Lianghua Huang, Xin Zhao, Kaiqi Huang.
“Bridging the Gap Between Detection and Tracking: A Unified Approach.” ICCV (2019).
7.PAT: Rey Reza Wiyatno, Anqi Xu.
“Physical Adversarial Textures That Fool Visual Object Tracking.” ICCV (2019).
8.GFS-DCF: Tianyang Xu, Zhen-Hua Feng, Xiao-Jun Wu, Josef Kittler.
“Joint Group Feature Selection and Discriminative Filter Learning for Robust Visual Object Tracking.” ICCV (2019). [code]
9.CDTB: Alan Lukežič, Ugur Kart, Jani Käpylä, Ahmed Durmush, Joni-Kristian Kämäräinen, Jiří Matas, Matej Kristan.
“CDTB: A Color and Depth Visual Object Tracking Dataset and Benchmark.” ICCV (2019).
2.benchmark
Two review papers:
1. Deep Learning for Visual Tracking: A Comprehensive Survey
23 pages, 207 references of multi-target tracking summary (2013-2019). In OTB2013, OTB2015, VOT2018 and LaSOT, the latest target tracking methods based on deep learning are comprehensively reviewed: 14 commonly used visual tracking data sets and more than 50 historical SOTA algorithms (such as SiamRPN++) are introduced.
2.DEEP LEARNING IN VIDEO MULTI-OBJECT TRACKING: A SURVEY
- LaSOT: Heng Fan, Liting Lin, Fan Yang, Peng Chu, Ge Deng, Sijia Yu, Hexin Bai, Yong Xu, Chunyuan Liao, Haibin Ling. “ Deep Meta Learning for Real-Time Visual Tracking based on Target-Specific Feature Space. ”ArXiv (2018). [project]
- OxUvA long-term dataset+benchmark: Jack Valmadre, Luca Bertinetto, João F. Henriques, Ran Tao, Andrea Vedaldi, Arnold Smeulders, Philip Torr, Efstratios Gavves.
“Long-term Tracking in the Wild: a Benchmark.” ECCV (2018). [project]
TrackingNet: Matthias Müller, Adel Bibi, Silvio Giancola, Salman Al-Subaihi, Bernard Ghanem.
“TrackingNet: A Large-Scale Dataset and Benchmark for Object Tracking in the Wild.” ECCV (2018). [project]
UAVDT: Dawei Du, Yuankai Qi, Hongyang Yu, Yifang Yang, Kaiwen Duan, GuoRong Li, Weigang Zhang, Weihai; Qingming Huang, Qi Tian.
“ The Unmanned Aerial Vehicle Benchmark: Object Detection and Tracking. ”ECCV (2018). [ paper]
3. Laboratory
(The following rankings are in no particular order, there may be omissions, welcome to add)
Shanghai Jiaotong University: Lin Weiyao
Dalian University of Technology: Lu Huchuan
Australian National University: Hongdong Li
The Hong Kong Polytechnic University: Lei Zhang
Institute of Automation, Chinese Academy of Sciences: Zhang Tianzhu
Shanghai Jiao Tong University: CHAO MA
University of California Merced: Ming-Hsuan Yang
University of Ljubljana University of Ljubljana: Matej Kristan
Harvard University: João F. Henriques, Luca Bertinetto
Torr Vision Group
ETH Zurich: Martin Danelljan
Shangtang Technology Tracking Group: Wu Wei, Wang Qiang, Zhu Zheng
Tencent AI Lab Song Yibing
Alibaba: ET Lab
Refer to https://zhuanlan.zhihu.com/p/183143487
GitHub：https://github.com/extreme-assistant/Object-Tracking-Paper-Benchmark-Team