2019-2020年目標跟蹤資源全匯總（論文、模型代碼、優(yōu)秀實驗室）
本文匯總了2019-2020年目標跟蹤資源，包括論文（CVPR2020/2019、ECCV2020、ICCV2019）、模型代碼、優(yōu)秀實驗室等。
Github（持續(xù)更新）：https://github.com/extreme-assistant/Object-Tracking-Paper-Benchmark-Teamgithub.com
目錄
1. 頂會論文
2.benchmark
3.實驗室
1.頂會論文
CVPR2020(共33篇)
參考鏈接：https://mp.weiXin.qq.com/s/IaizDEfvRc0JrLrF--P2eA
多目標跟蹤
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
代碼｜https://github.com/yihongXU/deepMOT2.Learning a Neural Solver for Multiple Object Tracking
作者｜Guillem Braso, Laura Leal-Taixe
代碼｜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
代碼｜https://github.com/Xinshuoweng/GNN3DMOT（PyTorch）4.A Unified Object Motion and Affinity Model for Online Multi-Object Tracking
作者 | Junbo Yin, Wenguan Wang, Qinghao Meng, Ruigang Yang, Jianbing Shen
單位 | 北京理工大學；蘇黎世聯(lián)邦理工學院；百度；IIAI等
代碼 |?https://github.com/yinjunbo/UMA-MOT5.Learning Multi-Object Tracking and Segmentation From Automatic Annotations
作者 | Lorenzo Porzi, Markus Hofinger, Idoia Ruiz, Joan Serrat, Samuel Rota Bulo, Peter Kontschieder
單位 | Mapillary Research；格拉茨技術大學等6.SQE: a Self Quality Evaluation Metric for Parameters Optimization in Multi-Object Tracking
作者 | Yanru Huang, Feiyu Zhu, Zheni Zeng, Xi Qiu, Yuan Shen, Jianan Wu
單位 | 清華；曠視7.RetinaTrack: Online Single Stage Joint Detection and Tracking
作者 | Zhichao Lu, Vivek Rathod, Ronny Votel, Jonathan Huang
單位 | 谷歌
目標跟蹤與分割
8.State-Aware Tracker for Real-Time Video Object Segmentation
作者 | Xi Chen, ZuoXin Li, Ye Yuan, Gang Yu, JianXin Shen, Donglian Qi
單位 | 浙江大學；曠視
代碼 |?https://github.com/XavierCHEN34/State-Aware-Tracker9.Classifying, Segmenting, and Tracking Object Instances in Video with Mask Propagation
作者 | Gedas Bertasius, Lorenzo Torresani
單位 | Facebook AI
網站 |?https://gberta.github.io/maskprop/10.Fast Template Matching and Update for Video Object Tracking and Segmentation
作者 | Mingjie Sun, Jimin Xiao, Eng Gee Lim, Bingfeng Zhang, Yao Zhao
單位 | 西郊利物浦大學；利物浦大學；北京交通大學
代碼 |?https://github.com/insomnia94/FTMU11.Video Instance Segmentation Tracking With a Modified VAE Architecture
作者 | Chung-Ching Lin, Ying Hung, Rogerio Feris, Linglin He
單位 | IBM Research AI；羅格斯大學12.D3S - A Discriminative Single Shot Segmentation Tracker
作者 | Alan Lukezic, Jiri Matas, Matej Kristan
單位 | 盧布爾雅那大學等13.MAST: A Memory-Augmented Self-Supervised Tracker
作者 | Zihang Lai, Erika Lu, Weidi Xie
單位 | 牛津大學
代碼 |?https://github.com/zlai0/MAST
單目標跟蹤
14.SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual Tracking(Oral)
作者 | Dongyan Guo, Jun Wang, Ying Cui, Zhenhua Wang, Shengyong Chen
單位 | 浙江大學；天津大學
代碼 |?https://github.com/ohhhyeahhh/SiamCAR15.Siamese Box Adaptive Network for Visual Tracking
作者 | Zedu Chen, Bineng Zhong, Guorong Li, Shengping Zhang, Rongrong Ji
單位 | 華僑大學；國科大；哈工大；鵬城實驗室；廈門大學；南理工
代碼 |?https://github.com/hqucv/siamban16.Deformable Siamese Attention Networks for Visual Object Tracking
作者 | Yuechen Yu, Yilei Xiong, Weilin Huang, Matthew R. Scott
單位 | 深圳碼隆科技17.Correlation-Guided Attention for Corner Detection Based Visual Tracking
作者 | Fei Du, Peng Liu, Wei Zhao, Xianglong Tang
單位 | 哈工大18.Siam R-CNN: Visual Tracking by Re-Detection
作者 | Paul Voigtlaender, Jonathon Luiten, Philip H.S. Torr, Bastian Leibe
單位 | 亞琛工業(yè)大學；牛津大學
代碼 |?http://www.vision.rwth-aachen.de/page/siamrcnn19.Probabilistic Regression for Visual Tracking
作者 | Martin Danelljan, Luc Van Gool, Radu Timofte
單位 | 蘇黎世聯(lián)邦理工學院
代碼 |?https://github.com/visionml/pytracking20.Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking(Oral)
作者 | Jin Gao, Weiming Hu, Yan Lu
單位 | 中科院自動化所；國科大；微軟
代碼 |?https://github.com/Amgao/RLS-RTMDNet21.ROAM: Recurrently Optimizing Tracking Model
作者 | Tianyu Yang, Pengfei Xu, Runbo Hu, Hua Chai, Antoni B. Chan
單位 | 騰訊AI；香港城市大學‘；滴滴
代碼 |?https://github.com/skyoung/ROAM22.One-Shot Adversarial Attacks on Visual Tracking With Dual Attention
作者 | Xuesong Chen, Xiyu Yan, Feng Zheng, Yong Jiang, Shu-Tao Xia, Yong Zhao, Rongrong Ji
單位 | 北大；清華；南方科技大學；鵬城實驗室；廈門大學23.AutoTrack: Towards High-Performance Visual Tracking for UAV With Automatic Spatio-Temporal Regularization
作者 | Yiming Li, Changhong Fu, Fangqiang Ding, Ziyuan Huang, Geng Lu
單位 | 同濟大學；新加坡國立大學；清華
代碼 |?https://github.com/vision4robotics/AutoTrack
長期跟蹤
24.High-Performance Long-Term Tracking With Meta-Updater(Oral)
作者 | Kenan Dai, Yunhua Zhang, Dong Wang, Jianhua Li, Huchuan Lu, Xiaoyun Yang
單位 | 大連理工大學；阿姆斯特丹大學；鵬城實驗室等
代碼 |?https://github.com/Daikenan/LTMU
3D目標跟蹤
25.P2B: Point-to-Box Network for 3D Object Tracking in Point Clouds
作者 | Haozhe Qi, Chen Feng, Zhiguo Cao, Feng Zhao, Yang Xiao
單位 | 華中科技大學
代碼 |?https://github.com/HaozheQi/P2B26.Joint Spatial-Temporal Optimization for Stereo 3D Object Tracking
作者 | Peiliang Li, Jieqi Shi, Shaojie Shen
單位 | 香港科技大學27.PnPNet: End-to-End Perception and Prediction With Tracking in the Loop
作者 | Ming Liang, Bin Yang, Wenyuan Zeng, Yun Chen, Rui Hu, Sergio Casas, Raquel Urtasun
單位 | Uber ATG；多倫多大學
細胞跟蹤
28.MPM: Joint Representation of Motion and Position Map for Cell Tracking
作者 | Junya Hayashida, Kazuya Nishimura, Ryoma Bise
單位 | 日本九州大學
代碼 |?https://github.com/JunyaHayashida/MPM
目標跟蹤魯棒性研究
29.Cooling-Shrinking Attack: Blinding the Tracker With Imperceptible Noises
作者 | Bin Yan, Dong Wang, Huchuan Lu, Xiaoyun Yang
單位 | 大連理工大學；鵬城實驗室等
代碼 |?https://github.com/MasterBin-IIAU/CSA
可見光與紅外圖像的目標跟蹤
30.Cross-Modal Pattern-Propagation for RGB-T Tracking
作者 | Chaoqun Wang, Chunyan Xu, Zhen Cui, Ling Zhou, Tong Zhang, Xiaoya Zhang, Jian Yang
單位 | 南京理工大學
基于多譜勒雷達非視線區(qū)域的目標檢測與跟蹤
31.Seeing Around Street Corners: Non-Line-of-Sight Detection and Tracking In-the-Wild Using Doppler Radar
作者 | Nicolas Scheiner, Florian Kraus, Fangyin Wei, Buu Phan, Fahim Mannan, Nils Appenrodt, Werner Ritter, Jurgen Dickmann, Klaus Dietmayer, Bernhard Sick, Felix Heide
單位 | 奔馳汽車公司;普林斯頓大學;Algolux;烏爾姆大學等
3D斑馬魚跟蹤數(shù)據集
32.3D-ZeF: A 3D Zebrafish Tracking Benchmark Dataset
作者 | Malte Pedersen, Joakim Bruslund Haurum, Stefan Hein Bengtson, Thomas B. Moeslund
單位 | 奧爾堡大學
代碼 |?https://bitbucket.org/aauvap/3d-zef/src/master/
網站 |?https://vap.aau.dk/3d-zef/
非剛體物體跟蹤
33.Learning to Optimize Non-Rigid Tracking
作者 | Yang Li, Aljaz Bozic, Tianwei Zhang, Yanli Ji, Tatsuya Harada, Matthias Niessner
單位 | 東京大學；電子科技大學；日本理化學研究所RIKEN；慕尼黑工業(yè)大學
ECCV2020（共26篇）
1.Segment as Points for Efficient Online Multi-Object Tracking and Segmentation
作者｜Zhenbo Xu, Wei Zhang, Xiao Tan, Wei Yang, Huan Huang, Shilei Wen, Errui Ding, Liusheng Huang
代碼｜https://github.com/detectRecog/PointTrack2.Chained-Tracker: Chaining Paired Attentive Regression Results for End-to-End Joint Multiple-Object Detection and Tracking
作者｜Jinlong Peng, Changan Wang, Fangbin Wan, Yang Wu, Yabiao Wang, Ying Tai, Chengjie Wang, Jilin Li, Feiyue Huang, Yanwei Fu3.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
代碼｜https://github.com/TAO-Dataset/tao5.Weakly-Supervised Cell Tracking via Backward-and-Forward Propagation
作者｜Kazuya Nishimura, Junya Hayashida, Chenyang Wang, Dai Fei Elmer Ker, Ryoma Bise
代碼｜https://github.com/naivete5656/WSCTBFP6.Towards End-to-end Video-based Eye-Tracking
作者｜Seonwook Park, Emre Aksan, Xucong Zhang, Otmar Hilliges
代碼｜https://ait.ethz.ch/projects/2020/EVE7.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
代碼｜https://github.com/xubuvd/guesswhat10.TRADI: Tracking deep neural network weight distributions
作者｜Gianni Franchi, Andrei Bursuc, Emanuel Aldea, Severine Dubuisson, Isabelle Bloch11.Deep Learning-based Pupil Center Detection for Fast and Accurate Eye Tracking System
demo｜https://www.youtube.com/watch?v=8t2FLz_ucvs12.Robust Tracking against Adversarial Attacks
作者｜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 Gall14.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
代碼｜https://github.com/researchmm/TracKit16.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
作者｜Chenglong Li, Lei Liu, Andong Lu, Qing Ji, Jin Tang19.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 Hua21.Know Your Surroundings: Exploiting Scene Information for Object Tracking
作者｜Goutam Bhat, Martin Danelljan, Luc Van Gool, Radu Timofte22.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
代碼｜https://github.com/shijieS/OmniMOTDataset23.SPARK: Spatial-aware Online Incremental Attack Against Visual Tracking
作者｜Qing Guo, Xiaofei Xie, Felix Juefei-Xu, Lei Ma, Zhongguo Li, Wanli Xue, Wei Feng, Yang Liu24.Efficient Adversarial Attacks for Visual Object Tracking
作者｜Siyuan Liang, XingXing Wei, Siyuan Yao, Xiaochun Cao25.Tracking Emerges by Looking Around Static Scenes, with Neural 3D Mapping
作者｜Adam W. Harley, Shrinidhi K. Lakshmikanth, Paul Schydlo, Katerina Fragkiadaki26.Stereo Event-based Particle Tracking Velocimetry for 3D Fluid Flow Reconstruction
CVPR2019（共19篇）
參考：https://mp.weiXin.qq.com/s/mfnO6brDMIYvTeDpI1pDMg
單目標跟蹤
1.Unsupervised Deep Tracking
作者｜Ning Wang, Yibing Song, Chao Ma, Wengang Zhou, Wei Liu, Houqiang Li
代碼｜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
代碼｜https://github.com/zhen-he/tracking-by-animation3.Object Tracking by Reconstruction With View-Specific Discriminative Correlation Filters
作者｜Ugur Kart, Alan Lukezic, Matej Kristan, Joni-Kristian Kamarainen, Jiri Matas4.Target-Aware Deep Tracking
作者｜Xin Li, Chao Ma, Baoyuan Wu, Zhenyu He, Ming-Hsuan Yang
代碼｜https://github.com/XinLi-zn/TADT
代碼｜https://github.com/ZikunZhou/TADT-python5.SPM-Tracker: Series-Parallel Matching for Real-Time Visual Object Tracking
作者｜Guangting Wang, Chong Luo, Zhiwei Xiong, Wenjun Zeng6.SiamRPN++: Evolution of Siamese Visual Tracking With Very Deep Networks
作者｜Bo Li, Wei Wu, Qiang Wang, Fangyi Zhang, Junliang Xing, Junjie Yan
代碼｜https://github.com/STVIR/pysot7.Deeper and Wider Siamese Networks for Real-Time Visual Tracking
作者｜Zhipeng Zhang, Houwen Peng
代碼｜https://github.com/researchmm/SiamDW8.Graph Convolutional Tracking
作者｜Junyu Gao, Tianzhu Zhang, Changsheng Xu
代碼｜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
代碼｜https://github.com/visionml/pytracking10.Visual Tracking via Adaptive Spatially-Regularized Correlation Filters
作者｜Kenan Dai, Dong Wang, Huchuan Lu, Chong Sun, Jianhua Li
代碼｜https://github.com/Daikenan/ASRCF11.ROI Pooled Correlation Filters for Visual Tracking
作者｜Yuxuan Sun, Chong Sun, Dong Wang, You He, Huchuan Lu12.Siamese Cascaded Region Proposal Networks for Real-Time Visual Tracking
作者｜Heng Fan, Haibin Ling
多目標跟蹤
13.Eliminating Exposure Bias and Metric MiSmatch in Multiple Object Tracking
作者｜Andrii Maksai, Pascal Fua14.MOTS: Multi-Object Tracking and Segmentation
作者｜Paul Voigtlaender, Michael Krause, Aljosa Osep, Jonathon Luiten, Berin Balachandar Gnana Sekar, Andreas Geiger, Bastian Leibe
代碼｜https://www.vision.rwth-aachen.de/page/mots
跟蹤與分割
15.Fast Online Object Tracking and Segmentation: A Unifying Approach
作者｜Qiang Wang, Li Zhang, Luca Bertinetto, Weiming Hu, Philip H.S. Torr
代碼｜https://github.com/foolwood/SiamMask
3D目標跟蹤
16.Leveraging Shape Completion for 3D Siamese Tracking
作者｜Silvio Giancola, Jesus Zarzar, Bernard Ghanem
代碼｜https://github.com/SilvioGiancola/ShapeCompletion3DTracking
跟蹤數(shù)據集
17.LaSOT: A High-Quality Benchmark for Large-Scale Single Object Tracking
作者｜Heng Fan, Liting Lin, Fan Yang, Peng Chu, Ge Deng, Sijia Yu, HeXin Bai, Yong Xu, Chunyuan Liao, Haibin Ling
代碼｜https://cis.temple.edu/lasot/index.html18.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
代碼｜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
代碼｜https://www.aicitychallenge.org/
ICCV2019（共11篇）
DiMP:?Goutam Bhat, Martin Danelljan, Luc Van Gool, Radu Timofte.
"Learning Discriminative Model Prediction for Tracking." ICCV (2019?oral). [paper] [code]GradNet:?PeiXia Li, Boyu Chen, Wanli Ouyang, Dong Wang, Xiaoyun Yang, Huchuan Lu.?
"GradNet: Gradient-Guided Network for Visual Object Tracking." ICCV (2019?oral). [paper] [code]MLT:?Janghoon Choi, Junseok Kwon, Kyoung Mu Lee.?
"Deep Meta Learning for Real-Time Target-Aware Visual Tracking." ICCV (2019). [paper]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). [paper] [code]ARCF:?Ziyuan Huang, Changhong Fu, Yiming Li, Fuling Lin, Peng Lu.?
"Learning Aberrance Repressed Correlation Filters for Real-Time UAV Tracking." ICCV (2019). [paper] [code]Lianghua Huang, Xin Zhao, Kaiqi Huang.?
"Bridging the Gap Between Detection and Tracking: A Unified Approach." ICCV (2019). [paper]PAT:?Rey Reza Wiyatno, Anqi Xu.?
"Physical Adversarial Textures That Fool Visual Object Tracking." ICCV (2019). [paper]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). [paper] [code]CDTB:?Alan Luke?i?, Ugur Kart, Jani K?pyl?, Ahmed Durmush, Joni-Kristian K?m?r?inen, Ji?í Matas, Matej Kristan.?
"CDTB: A Color and Depth Visual Object Tracking Dataset and Benchmark." ICCV (2019). [paper]
2.benchmark
首先推薦兩篇綜述性論文：
Deep Learning for Visual Tracking: A Comprehensive Survey
23頁、207篇參考文獻的多目標跟蹤綜述（2013-2019）。在OTB2013、OTB2015、VOT2018和LaSOT上對基于深度學習的最新目標跟蹤方法進行了全面綜述：介紹14種常用視覺跟蹤數(shù)據集，超過50種歷年的SOTA算法(如SiamRPN++)。
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). [paper] [project]
OxUvA long-term dataset+benchmark:?Jack Valmadre, Luca Bertinetto, Jo?o F. Henriques, Ran Tao, Andrea Vedaldi, Arnold Smeulders, Philip Torr, Efstratios Gavves.
"Long-term Tracking in the Wild: a Benchmark." ECCV (2018). [paper] [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] [paper]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]
實驗室
（以下排名不分先后，可能有遺漏，歡迎補充）
上海交通大學：林巍峣
大連理工大學：盧湖川
澳大利亞國立大學：Hongdong Li
香港理工大學：Lei Zhang
中國科學院自動化研究所：張?zhí)熘?br>
上海交通大學：CHAO MA
加州大學默塞德分校：Ming-Hsuan Yang
盧布爾雅那大學盧布爾雅那大學：Matej Kristan
哈佛大學：Jo?o F. Henriques，Luca Bertinetto?
Torr Vision Group
蘇黎世聯(lián)邦理工學院：Martin Danelljan
商湯科技tracking組：武偉，王強，朱政
騰訊 AI Lab?宋奕兵
阿里巴巴：ET實驗室
