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2019-2020年目标跟踪资源全汇总(论文、模型代码、优秀实验室)

2020-09-17 15:32 作者:极市平台  | 我要投稿

本文汇总了2019-2020年目标跟踪资源,包括论文(CVPR2020/2019、ECCV2020、ICCV2019)、模型代码、优秀实验室等。

Github(持续更新):https://github.com/extreme-assistant/Object-Tracking-Paper-Benchmark-Teamgithub.com

目录

1. 顶会论文

2.benchmark

3.实验室


1.顶会论文


CVPR2020(共33篇)

参考链接:mp.weiXin.qq.com/s/Iaiz

多目标跟踪

  • 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|github.com/yihongXU/dee

  • 2.Learning a Neural Solver for Multiple Object Tracking
    作者|Guillem Braso, Laura Leal-Taixe
    代码|github.com/dvl-tum/mot_(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|github.com/Xinshuoweng/(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
    单位 | 北京理工大学;苏黎世联邦理工学院;百度;IIAI等
    代码 | github.com/yinjunbo/UMA

  • 5.Learning Multi-Object Tracking and Segmentation From Automatic Annotations
    作者 | Lorenzo Porzi, Markus Hofinger, Idoia Ruiz, Joan Serrat, Samuel Rota Bulo, Peter Kontschieder
    单位 | Mapillary Research;格拉茨技术大学等

  • 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
    单位 | 清华;旷视

  • 7.RetinaTrack: Online Single Stage Joint Detection and Tracking
    作者 | Zhichao Lu, Vivek Rathod, Ronny Votel, Jonathan Huang
    单位 | 谷歌

目标跟踪与分割

  • 8.State-Aware Tracker for Real-Time Video Object Segmentation
    作者 | Xi Chen, ZuoXin Li, Ye Yuan, Gang Yu, JianXin Shen, Donglian Qi
    单位 | 浙江大学;旷视
    代码 | github.com/XavierCHEN34

  • 9.Classifying, Segmenting, and Tracking Object Instances in Video with Mask Propagation
    作者 | Gedas Bertasius, Lorenzo Torresani
    单位 | Facebook AI
    网站 | gberta.github.io/maskpr

  • 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
    单位 | 西郊利物浦大学;利物浦大学;北京交通大学
    代码 | github.com/insomnia94/F

  • 11.Video Instance Segmentation Tracking With a Modified VAE Architecture
    作者 | Chung-Ching Lin, Ying Hung, Rogerio Feris, Linglin He
    单位 | IBM Research AI;罗格斯大学

  • 12.D3S - A Discriminative Single Shot Segmentation Tracker
    作者 | Alan Lukezic, Jiri Matas, Matej Kristan
    单位 | 卢布尔雅那大学等

  • 13.MAST: A Memory-Augmented Self-Supervised Tracker
    作者 | Zihang Lai, Erika Lu, Weidi Xie
    单位 | 牛津大学
    代码 | github.com/zlai0/MAST

单目标跟踪

  • 14.SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual Tracking(Oral)
    作者 | Dongyan Guo, Jun Wang, Ying Cui, Zhenhua Wang, Shengyong Chen
    单位 | 浙江大学;天津大学
    代码 | github.com/ohhhyeahhh/S

  • 15.Siamese Box Adaptive Network for Visual Tracking
    作者 | Zedu Chen, Bineng Zhong, Guorong Li, Shengping Zhang, Rongrong Ji
    单位 | 华侨大学;国科大;哈工大;鹏城实验室;厦门大学;南理工
    代码 | github.com/hqucv/siamba

  • 16.Deformable Siamese Attention Networks for Visual Object Tracking
    作者 | Yuechen Yu, Yilei Xiong, Weilin Huang, Matthew R. Scott
    单位 | 深圳码隆科技

  • 17.Correlation-Guided Attention for Corner Detection Based Visual Tracking
    作者 | Fei Du, Peng Liu, Wei Zhao, Xianglong Tang
    单位 | 哈工大

  • 18.Siam R-CNN: Visual Tracking by Re-Detection
    作者 | Paul Voigtlaender, Jonathon Luiten, Philip H.S. Torr, Bastian Leibe
    单位 | 亚琛工业大学;牛津大学
    代码 | vision.rwth-aachen.de/p

  • 19.Probabilistic Regression for Visual Tracking
    作者 | Martin Danelljan, Luc Van Gool, Radu Timofte
    单位 | 苏黎世联邦理工学院
    代码 | github.com/visionml/pyt

  • 20.Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking(Oral)
    作者 | Jin Gao, Weiming Hu, Yan Lu
    单位 | 中科院自动化所;国科大;微软
    代码 | github.com/Amgao/RLS-RT

  • 21.ROAM: Recurrently Optimizing Tracking Model
    作者 | Tianyu Yang, Pengfei Xu, Runbo Hu, Hua Chai, Antoni B. Chan
    单位 | 腾讯AI;香港城市大学‘;滴滴
    代码 | github.com/skyoung/ROAM

  • 22.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
    单位 | 北大;清华;南方科技大学;鹏城实验室;厦门大学

  • 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
    单位 | 同济大学;新加坡国立大学;清华
    代码 | github.com/vision4robot

长期跟踪

  • 24.High-Performance Long-Term Tracking With Meta-Updater(Oral)
    作者 | Kenan Dai, Yunhua Zhang, Dong Wang, Jianhua Li, Huchuan Lu, Xiaoyun Yang
    单位 | 大连理工大学;阿姆斯特丹大学;鹏城实验室等
    代码 | github.com/Daikenan/LTM

3D目标跟踪

  • 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
    单位 | 华中科技大学
    代码 | github.com/HaozheQi/P2B

  • 26.Joint Spatial-Temporal Optimization for Stereo 3D Object Tracking
    作者 | Peiliang Li, Jieqi Shi, Shaojie Shen
    单位 | 香港科技大学

  • 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
    单位 | Uber ATG;多伦多大学

细胞跟踪

  • 28.MPM: Joint Representation of Motion and Position Map for Cell Tracking
    作者 | Junya Hayashida, Kazuya Nishimura, Ryoma Bise
    单位 | 日本九州大学
    代码 | github.com/JunyaHayashi

目标跟踪鲁棒性研究

  • 29.Cooling-Shrinking Attack: Blinding the Tracker With Imperceptible Noises
    作者 | Bin Yan, Dong Wang, Huchuan Lu, Xiaoyun Yang
    单位 | 大连理工大学;鹏城实验室等
    代码 | github.com/MasterBin-II

可见光与红外图像的目标跟踪

  • 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
    单位 | 南京理工大学

基于多谱勒雷达非视线区域的目标检测与跟踪

  • 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
    单位 | 奔驰汽车公司;普林斯顿大学;Algolux;乌尔姆大学等

3D斑马鱼跟踪数据集

  • 32.3D-ZeF: A 3D Zebrafish Tracking Benchmark Dataset
    作者 | Malte Pedersen, Joakim Bruslund Haurum, Stefan Hein Bengtson, Thomas B. Moeslund
    单位 | 奥尔堡大学
    代码 | bitbucket.org/aauvap/3d

    网站 | vap.aau.dk/3d-zef/

非刚体物体跟踪

  • 33.Learning to Optimize Non-Rigid Tracking
    作者 | Yang Li, Aljaz Bozic, Tianwei Zhang, Yanli Ji, Tatsuya Harada, Matthias Niessner
    单位 | 东京大学;电子科技大学;日本理化学研究所RIKEN;慕尼黑工业大学



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
    代码|github.com/detectRecog/

  • 2.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 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|github.com/TAO-Dataset/

  • 5.Weakly-Supervised Cell Tracking via Backward-and-Forward Propagation
    作者|Kazuya Nishimura, Junya Hayashida, Chenyang Wang, Dai Fei Elmer Ker, Ryoma Bise
    代码|github.com/naivete5656/

  • 6.Towards End-to-end Video-based Eye-Tracking
    作者|Seonwook Park, Emre Aksan, Xucong Zhang, Otmar Hilliges
    代码|ait.ethz.ch/projects/20

  • 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|github.com/xubuvd/guess

  • 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|youtube.com/watch?

  • 12.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 Gall

  • 14.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|github.com/researchmm/T

  • 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
    作者|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|github.com/shijieS/Omni

  • 23.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 Liu

  • 24.Efficient Adversarial Attacks for Visual Object Tracking
    作者|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


CVPR2019(共19篇)

参考:mp.weiXin.qq.com/s/mfnO

单目标跟踪

  • 1.Unsupervised Deep Tracking
    作者|Ning Wang, Yibing Song, Chao Ma, Wengang Zhou, Wei Liu, Houqiang Li
    代码|github.com/594422814/UD

  • 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|github.com/zhen-he/trac

  • 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
    作者|Xin Li, Chao Ma, Baoyuan Wu, Zhenyu He, Ming-Hsuan Yang
    代码|github.com/XinLi-zn/TAD
    代码|github.com/ZikunZhou/TA

  • 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
    作者|Bo Li, Wei Wu, Qiang Wang, Fangyi Zhang, Junliang Xing, Junjie Yan
    代码|github.com/STVIR/pysot

  • 7.Deeper and Wider Siamese Networks for Real-Time Visual Tracking
    作者|Zhipeng Zhang, Houwen Peng
    代码|github.com/researchmm/S

  • 8.Graph Convolutional Tracking
    作者|Junyu Gao, Tianzhu Zhang, Changsheng Xu
    代码|nlpr-web.ia.ac.cn/mmc/h

  • 9.ATOM: Accurate Tracking by Overlap MaXimization
    作者|Martin Danelljan, Goutam Bhat, Fahad Shahbaz Khan, Michael Felsberg
    代码|github.com/visionml/pyt

  • 10.Visual Tracking via Adaptive Spatially-Regularized Correlation Filters
    作者|Kenan Dai, Dong Wang, Huchuan Lu, Chong Sun, Jianhua Li
    代码|github.com/Daikenan/ASR

  • 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

多目标跟踪

  • 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
    代码|vision.rwth-aachen.de/p

跟踪与分割

  • 15.Fast Online Object Tracking and Segmentation: A Unifying Approach
    作者|Qiang Wang, Li Zhang, Luca Bertinetto, Weiming Hu, Philip H.S. Torr
    代码|github.com/foolwood/Sia

3D目标跟踪

  • 16.Leveraging Shape Completion for 3D Siamese Tracking
    作者|Silvio Giancola, Jesus Zarzar, Bernard Ghanem
    代码|github.com/SilvioGianco

跟踪数据集

  • 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
    代码|cis.temple.edu/lasot/in

  • 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|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|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 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). [paper]


2.benchmark

首先推荐两篇综述性论文:

  1. Deep Learning for Visual Tracking: A Comprehensive Survey

23页、207篇参考文献的多目标跟踪综述(2013-2019)。在OTB2013、OTB2015、VOT2018和LaSOT上对基于深度学习的最新目标跟踪方法进行了全面综述:介绍14种常用视觉跟踪数据集,超过50种历年的SOTA算法(如SiamRPN++)。

  1. 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, João 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]

实验室
(以下排名不分先后,可能有遗漏,欢迎补充)

上海交通大学:林巍峣

大连理工大学:卢湖川

澳大利亚国立大学:Hongdong Li

香港理工大学:Lei Zhang

中国科学院自动化研究所:张天柱

上海交通大学:CHAO MA

加州大学默塞德分校:Ming-Hsuan Yang

卢布尔雅那大学卢布尔雅那大学:Matej Kristan

哈佛大学:João F. Henriques,Luca Bertinetto 

Torr Vision Group

苏黎世联邦理工学院:Martin Danelljan

商汤科技tracking组:武伟,王强,朱政

腾讯 AI Lab 宋奕兵

阿里巴巴:ET实验室


2019-2020年目标跟踪资源全汇总(论文、模型代码、优秀实验室)的评论 (共 条)

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