大合集!2019-2020年目标跟踪资源全汇总(论文、模型代码、优秀实验室)

2019-2020年目标跟踪资源全汇总(论文、模型代码、优秀实验室)

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

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:https://mp.weixin.qq.com/s/IaizDEfvRc0JrLrF--P2eA

多目标跟踪

目标跟踪与分割

单目标跟踪

长期跟踪

3D目标跟踪

细胞跟踪

目标跟踪鲁棒性研究

可见光与红外图像的目标跟踪

基于多谱勒雷达非视线区域的目标检测与跟踪

3D斑马鱼跟踪数据集

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)



CVPR2019(共19篇)

参考:https://mp.weixin.qq.com/s/mfnO6brDMIYvTeDpI1pDMg

单目标跟踪

多目标跟踪

跟踪与分割

3D目标跟踪

跟踪数据集



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++)。

file

file

  1. DEEP LEARNING IN VIDEO MULTI-OBJECT TRACKING: A SURVEY

file

file

  • 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](https://www.sohu.com/a/162408443_473283)

    大连理工大学:[卢湖川](http://ice.dlut.edu.cn/lu/)

    澳大利亚国立大学:[Hongdong Li](http://users.cecs.anu.edu.au/~hongdong/)

    香港理工大学:[Lei Zhang](http://www4.comp.polyu.edu.hk/~cslzhang/)

    中国科学院自动化研究所:[张天柱](http://nlpr-web.ia.ac.cn/mmc/homepage/tzzhang/index.html)

    上海交通大学:[CHAO MA](https://www.chaoma.info/)

    加州大学默塞德分校:[Ming-Hsuan Yang](https://faculty.ucmerced.edu/mhyang/)

    卢布尔雅那大学卢布尔雅那大学:[Matej Kristan](https://www.vicos.si/People/Matejk)

    哈佛大学:[João F. Henriques,Luca Bertinetto](https://www.robots.ox.ac.uk/~joao/)

    [Torr Vision Group](https://www.robots.ox.ac.uk/~tvg/people.php)

    苏黎世联邦理工学院:[Martin Danelljan](https://users.isy.liu.se/cvl/marda26/)

    商汤科技tracking组:武伟,王强,朱政

    腾讯 AI Lab [宋奕兵](https://ybsong00.github.io/)

    阿里巴巴:ET实验室

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