Awesome Weakly Supervised Object Detection

A curated list of awesome Weakly Supervised Object Detection resources. Inspired by awesome-deep-vision, awesome-deep-learning-papers, and awesome-self-supervised-learning

Contributing

Please feel free to send me pull requests or email (songyii@tju.edu.cn) to add links.

Markdown format:

- Paper Name. 
  [[pdf]](link) 
  [[code]](link)
  - Author 1, Author 2, and Author 3. *Conference Year*

Table of Contents

• Papers
• Tutorials and Talks
• Benchmarks

Papers

Survey

• Weakly Supervised Object Localization and Detection: A Survey. [pdf]
  • Dingwen Zhang, Junwei Han, Gong Cheng, Ming-Hsuan Yang. TPAMI

Only Image-level Labels

2021

• Instance Mining with Class Feature Banks for Weakly Supervised Object Detection. [pdf]
  • Yufei Yin, Jiajun Deng, Wengang Zhou, Houqiang Li. AAAI 2021

2020

• Object Instance Mining for Weakly Supervised Object Detection. [pdf] [code]

  • Chenhao Lin, Siwen Wang, Dongqi Xu, Yu Lu, Wayne Zhang. AAAI 2020

• Instance-Aware, Context-Focused, and Memory-Efficient Weakly Supervised Object Detection. [pdf] [code]

  • Zhongzheng Ren, Zhiding Yu, Xiaodong Yang, Ming-Yu Liu, Yong Jae Lee, Alexander G. Schwing, Jan Kautz. CVPR 2020

• SLV: Spatial Likelihood Voting for Weakly Supervised Object Detection. [pdf]

  • Ze Chen, Zhihang Fu, Rongxin Jiang, Yaowu Chen, Xian-Sheng Hua. CVPR 2020

• High-Quality Proposals for Weakly Supervised Object Detection. [pdf]

  • Gong Cheng, Junyu Yang, Decheng Gao, Lei Guo, Junwei Han. TIP

• Enabling Deep Residual Networks for Weakly Supervised Object Detection. [pdf] [Caffe2 Code] [PyTorch Code]

  • Yunhang Shen, Rongrong Ji, Yan Wang, Zhiwei Chen, Feng Zheng, Feiyue Huang, Yunsheng Wu. ECCV 2020

• Comprehensive Attention Self-Distillation for Weakly-Supervised Object Detection. [pdf] [code]

  • Zeyi Huang*, Yang Zou*, Vijayakumar Bhagavatula, and Dong Huang. NeurIPS 2020

2019

• C-MIL: Continuation Multiple Instance Learning for Weakly Supervised Object Detection. [pdf] [code]

  • Fang Wan, Chang Liu, Wei Ke, Xiangyang Ji, Jianbin Jiao, Qixiang Ye. CVPR 2019

• Dissimilarity Coefficient Based Weakly Supervised Object Detection. [pdf]

  • Aditya Arun, C.V. Jawahar, M. Pawan Kumar. CVPR 2019

• Towards Precise End-to-end Weakly Supervised Object Detection Network. [pdf]

  • Ke Yang, Dongsheng Li, Yong Dou. ICCV 2019

• WSOD2: Learning Bottom-Up and Top-Down Objectness Distillation for Weakly-Supervised Object Detection. [pdf]

  • Zhaoyang Zeng, Bei Liu, Jianlong Fu, Hongyang Chao, Lei Zhang. ICCV 2019

• Weakly Supervised Object Detection With Segmentation Collaboration. [pdf]

  • Xiaoyan Li, Meina Kan, Shiguang Shan, Xilin Chen. ICCV 2019

• Weakly Supervised Object Detection With Segmentation Collaboration. [pdf]

  • Satoshi Kosugi, Toshihiko Yamasaki, Kiyoharu Aizawa. ICCV 2019

• C-MIDN: Coupled Multiple Instance Detection Network With Segmentation Guidance for Weakly Supervised Object Detection. [pdf]

  • Yan Gao, Boxiao Liu, Nan Guo, Xiaochun Ye, Fang Wan, Haihang You, Dongrui Fan. ICCV 2019

2018

• PCL: Proposal Cluster Learning for Weakly Supervised Object Detection. [pdf] [code]

  • Peng Tang, Xinggang Wang, Song Bai, Wei Shen, Xiang Bai, Wenyu Liu, Alan Yuille. TPAMI

• Min-Entropy Latent Model for Weakly Supervised Object Detection. [pdf] [code]

  • Fang Wan, Pengxu Wei, Jianbin Jiao, Zhenjun Han, Qixiang Ye. CVPR 2018

• Zigzag Learning for Weakly Supervised Object Detection. [pdf]

  • Xiaopeng Zhang, Jiashi Feng, Hongkai Xiong, Qi Tian. CVPR 2018

• W2F: A Weakly-Supervised to Fully-Supervised Framework for Object Detection. [pdf]

  • Yongqiang Zhang, Yancheng Bai, Mingli Ding, Yongqiang Li, Bernard Ghanem. CVPR 2018

• Weakly Supervised Region Proposal Network and Object Detection. [pdf]

  • Peng Tang, Xinggang Wang, Angtian Wang, Yongluan Yan, Wenyu Liu, Junzhou Huang, Alan Yuille. ECCV 2018

• TS2C: Tight Box Mining with Surrounding Segmentation Context for Weakly Supervised Object Detection. [pdf]

  • Yunchao Wei, Zhiqiang Shen, Bowen Cheng, Honghui Shi, Jinjun Xiong, Jiashi Feng, Thomas Huang. ECCV 2018

• Collaborative Learning for Weakly Supervised Object Detection. [pdf]

  • Jiajie Wang, Jiangchao Yao, Ya Zhang, Rui Zhang. IJCAI 2018

2017

• Multiple Instance Detection Network With Online Instance Classifier Refinement. [pdf] [code]
  • Peng Tang, Xinggang Wang, Xiang Bai, Wenyu Liu. CVPR 2017

2016

• Weakly Supervised Deep Detection Networks. [pdf] [code]
  • Hakan Bilen, Andrea Vedaldi. CVPR 2016

Others

• Boosting Weakly Supervised Object Detection with Progressive Knowledge Transfer. [pdf] [code]

  • Yuanyi Zhong, Jianfeng Wang, Jian Peng, Lei Zhang. ECCV 2020

• C-WSL: Count-guided Weakly Supervised Localization. [pdf]

  • Mingfei Gao, Ang Li, Ruichi Yu, Vlad I. Morariu, Larry S. Davis. ECCV 2018

Tutorials and Talks

• ECCV 2020 tutorial on Weakly Supervised Learning in Computer Vision. [link]

Benchmarks

• Weakly Supervised Object Detection. paperswithcode. [link]