【计算机视觉】Visual Tracking 领域最新进展(论文与源码)

Visual Tracking 领域最新paper与code

最近在研究 tracking，所以总结了一些较新的 tracking 相关的论文和源码。

希望能够为刚进入这个领域的同学节省一些时间。

如您有其他优秀的paper或者code，欢迎在回复中留言~谢谢！

Learning Multi-Domain Convolutional Neural Networks for Visual Tracking (VOT2015 冠军)

author: Hyeonseob Nam, Bohyung Han

homepage: http://cvlab.postech.ac.kr/research/mdnet/

code: https://github.com/HyeonseobNam/MDNet

阅读笔记: http://blog.csdn.net/cyh_24/article/details/51590174

Learning to Track: Online Multi-Object Tracking by Decision Making (ICCV 2015)

author: Yu Xiang, Alexandre Alahi, Silvio Savarese

slides: https://yuxng.github.io/Xiang_ICCV15_12162015.pdf

code: https://github.com/yuxng/MDP_Tracking

Hierarchical Convolutional Features for Visual Tracking (ICCV 2015)

author: Chao Ma, Jia-Bin Huang, Xiaokang Yang, Ming-Husan Yang

project page: https://sites.google.com/site/jbhuang0604/publications/cf2

code: https://github.com/jbhuang0604/CF2

Robust Visual Tracking via Convolutional Networks without Training (2015)

author: Kaihua Zhang, Qingshan Liu, Yi Wu, and Ming-Hsuan Yang

code: http://kaihuazhang.net/CNT_matlab.rar

Transferring Rich Feature Hierarchies for Robust Visual Tracking (2015)

author: Naiyan Wang, Siyi Li, Abhinav Gupta, Dit-Yan Yeung

slides: http://valse.mmcheng.net/ftp/20150325/RVT.pptx

Understanding and Diagnosing Visual Tracking Systems (ICCV 2015)

author: Naiyan Wang, Jianping Shi, Dit-Yan Yeung, Jiaya Jia

project page: http://winsty.net/tracker_diagnose.html

code: http://120.52.72.43/winsty.net/c3pr90ntcsf0/diagnose/diagnose_code.zip

RATM: Recurrent Attentive Tracking Model (2015)

author: Samira Ebrahimi Kahou, Vincent Michalski, Roland Memisevic

code: https://github.com/saebrahimi/RATM

Visual Tracking with Fully Convolutional Networks (ICCV 2015)

author: Lijun Wang, Wanli Ouyang, Xiaogang Wang, Huchuan Lu

code: https://github.com/scott89/FCNT

Deep Tracking: Seeing Beyond Seeing Using Recurrent Neural Networks (AAAI 2016)

author: Peter Ondr úška and Ingmar Posner

code: https://github.com/pondruska/DeepTracking

Learning to Track at 100 FPS with Deep Regression Networks (2016)

author: David Held, Sebastian Thrun, Silvio Savarese

Online Multi-target Tracking using Recurrent Neural Networks (2016)

author: Anton Milan, Seyed Hamid Rezatofighi, Anthony Dick, Konrad Schindler, Ian Reid

code: https://bitbucket.org/amilan/rnntracking

Multi-Target Tracking by Discrete-Continuous Energy Minimization (2016)

author: A. Milan, K. Schindler, S. Roth

author homepage: http://www.milanton.de/

project page: http://www.milanton.de/dctracking/index.html

Near-Online Multi-target Tracking with Aggregated Local Flow Descriptor (2015)

author: Wongun Choi

（持续更新中…… 如您有其他优秀的paper或者code，欢迎在回复中留言~）