Recommended Papers

• The goal of this document is to provide a reading list for Deep Learning in Computer Vision Field.

Recommended Links

• Deep Learning Paper Reading Roadmap from songrotek

  If you are a newcomer to the Deep Learning area, the first question you may have is "Which paper should I start reading from?"

  Here is a reading roadmap of Deep Learning papers! link

• Deep-Learning-Paper list from sbrugman

  Deep Learning Papers by task! link

• Deep-Learning-Paper-Notes from dennybritz

  Summaries and notes on Deep Learning research papers! (sorted by time) link

Paper Collections

• CVPR 2017 papers related to Attention Model
• Paper List for Instance Aware Tasks
• Paper List Related to Deformable Conv

Topics

Image

• Salient Object Detection

  DATASETS & EVALUATIONS

• Object Detection
• Object Localization
• Semantic Segmentation and Scene Parsing
• Edge Detection
• Pose Estimation
• Super Resolution
• Image Classification
• Visual Question Answering

Video

• Visual Object Tracking
• Video Object Segmentation

  DATASETS [DAVIS] [YouTube-VOS] [SegTrack_v2] [JumpCut] [YouTube-Objects: source masks]

Others

• Others

Notes:

• For adding/updating the list,

  [1]: Fork the repository

  [2]: Update corresponding *.md file and add figures into data/

  [3]: Send a pull request : )

• AI Deadlines Countdowns to top CV/NLP/ML/Robotics/AI conference deadlines