本文罗列了相关领域知识的学习资料。
1. Detection
1.1. 2D Detection
- 入门
- amusi
- [Object Detection @handong](https://handong1587.github.io/deep_learning/2015/10/09/object-detection.html#yolov3)
- Object Detection and Classification using R-CNNs
- Paper with Code
1.2. 3D Detection
2. Tracking
2.1. Single Object Tracking
2.2. Multi Object Tracking
- Paper with Code
- Paper List
- MOT Challenge
- 综述:Multiple Object Tracking: A Literature Review
- 综述:Online object tracking: A benchmark
- 综述:MOTChallenge 2015: Towards a benchmark for multi-target tracking
3. Computational Photography
4. CNN ACC
5. SLAM
5.1. 理论知识
- 计算机视觉中的数学方法
- Multiple View Geometry in Computer Vision
- Probabilistic Robotics(有中文版)
- State Estimation for Robotics(有中文版)
- 视觉SLAM十四讲
5.2. 综述
- [Visual Odometry Part I: Fundamentals]
- [Visual Odometry Part II: Matching, Robustness, Optimization, Applications]
- Review of Visual Odometry: Types, Approaches, Challenges, and Applications
- Visual SLAM algorithms: a Survey from 2010 to 2016
- Visual SLAM for Driverless Cars: a Brief Survey
- Visual Simultaneous Locations and Mapping: a Survey