这个仓库包括强化学习应用在目标追踪（跟踪）领域的大部分论文和代码实现（持续更新中~）

1、Yun S , Choi J , Yoo Y , et al. Action-Decision Networks for Visual Tracking with Deep Reinforcement Learning[C]// IEEE Conference on Computer Vision & Pattern Recognition. IEEE, 2017. Paper Code Code2

2、Choi J , Kwon J , Lee K M . Real-time visual tracking by deep reinforced decision making[J]. Computer Vision and Image Understanding, 2017, 171.Paper

3、Zhang D , Maei H , Wang X , et al. Deep Reinforcement Learning for Visual Object Tracking in Videos[J]. 2017.Paper

4、Huang, Chen, Simon Lucey, and Deva Ramanan. "Learning policies for adaptive tracking with deep feature cascades." Paper

5、Ren, Liangliang, Xin Yuan, Jiwen Lu, Ming Yang, and Jie Zhou. "Deep reinforcement learning with iterative shift for visual tracking."

6、Boyu Chen, Dong Wang, Peixia Li, Huchuan Lu. "Real-time 'Actor-Critic' Tracking.

7、Supancic Iii J S , Ramanan D . Tracking as Online Decision-Making: Learning a Policy from Streaming Videos with Reinforcement Learning.

8、 Janghoon Choi, Junseok Kwon, Kyoung Mu Lee. "Visual Tracking by Reinforced Decision Making."

9、Da Zhang, Hamid Maei, Xin Wang, Yuan-Fang Wang. "Deep Reinforcement Learning for Visual Object Tracking in Videos."

10、Zhang, Da, Hamid Maei, Xin Wang, and Yuan-Fang Wang. "Deep reinforcement learning for visual object tracking in videos."

11、Kamalapurkar, Rushikesh, Lindsey Andrews, Patrick Walters, and Warren E. Dixon. "Model-based reinforcement learning for infinite-horizon approximate optimal tracking."

12、Xiang, Yu, Alexandre Alahi, and Silvio Savarese. "Learning to track: Online multi-object tracking by decision making."

13、Zhang, Da, Hamid Maei, Xin Wang, and Yuan-Fang Wang. "Deep reinforcement learning for visual object tracking in videos."

14、Luo, Wenhan, Peng Sun, Fangwei Zhong, Wei Liu, Tong Zhang, and Yizhou Wang. "End-to-end active object tracking via reinforcement learning."

15、Luo, Biao, Derong Liu, Tingwen Huang, and Ding Wang. "Model-free optimal tracking control via critic-only Q-learning."

16、Dong, Xingping, Jianbing Shen, Wenguan Wang, Yu Liu, Ling Shao, and Fatih Porikli. "Hyperparameter optimization for tracking with continuous deep q-learning."

17、Ren, Liangliang, Jiwen Lu, Zifeng Wang, Qi Tian, and Jie Zhou. "Collaborative deep reinforcement learning for multi-object tracking."

18、Liu, Xiaobai, Qian Xu, Thuan Chau, Yadong Mu, Lei Zhu, and Shuicheng Yan. "Revisiting jump-diffusion process for visual tracking: a reinforcement learning approach."

19、Yun, Sangdoo, Jongwon Choi, Youngjoon Yoo, Kimin Yun, and Jin Young Choi. "Action-driven visual object tracking with deep reinforcement learning."

20、Jiang, Ming-xin, Chao Deng, Zhi-geng Pan, Lan-fang Wang, and Xing Sun. "Multiobject Tracking in Videos Based on LSTM and Deep Reinforcement Learning."

21、Caicedo J C , Lazebnik S . Active Object Localization with Deep Reinforcement Learning[C]// 2015 IEEE International Conference on Computer Vision (ICCV). IEEE, 2015.

22、Supancic Iii J S , Ramanan D . Tracking as Online Decision-Making: Learning a Policy from Streaming Videos with Reinforcement Learning[C]// IEEE International Conference on Computer Vision. IEEE Computer Society, 2017. Paper

23、Yun S , Choi J , Yoo Y , et al. Action-Decision Networks for Visual Tracking with Deep Reinforcement Learning[C]// IEEE Conference on Computer Vision & Pattern Recognition. IEEE, 2017. Paper

24、Yun S , Choi J , Yoo Y , et al. Action-Driven Visual Object Tracking With Deep Reinforcement Learning[J]. IEEE Transactions on Neural Networks & Learning Systems, 2018:2239-2252.

25、Yun S , Choi J , Yoo Y , et al. Action-Driven Visual Object Tracking With Deep Reinforcement Learning[J]. IEEE Transactions on Neural Networks & Learning Systems, 2018:2239-2252.

26、Zhong B , Bai B , Li J , et al. Hierarchical Tracking by Reinforcement Learning-Based Searching and Coarse-to-Fine Verifying[J]. IEEE Transactions on Image Processing.Paper