/Weakly-Supervised-Semantic-Segmentation

An up-to-date & curated list of weakly-supervised sematic segmentation learning papers, methods & resources.

Weakly-Supervised-Semantic-Segmentation

2022

  • Class Re-Activation Maps for Weakly-Supervised Semantic Segmentation. [pdf] [code]

    • Zhaozheng Chen, Tan Wang, Xiongwei Wu, Xian-Sheng Hua, Hanwang Zhang, Qianru Sun. CVPR 2022

  • Multi-class Token Transformer for Weakly Supervised Semantic Segmentation. [pdf] [code]

    • Lian Xu, Wanli Ouyang, Mohammed Bennamoun, Farid Boussaid, Dan Xu. CVPR 2022

  • Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers. [pdf] [code]

    • Lixiang Ru, Yibing Zhan, Baosheng Yu, Bo Du. CVPR 2022

  • egional Semantic Contrast and Aggregation for Weakly Supervised Semantic Segmentation。 [pdf] [code]

    • Tianfei Zhou, Meijie Zhang, Fang Zhao, Jianwu Li. CVPR 2022

  • Tree Energy Loss: Towards Sparsely Annotated Semantic Segmentation。 [pdf] [code]

    • Zhiyuan Liang, Tiancai Wang, Xiangyu Zhang, Jian Sun, Jianbing Shen. CVPR 2022

  • Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast. [pdf] [code]

    • Ye Du, Zehua Fu, Qingjie Liu, Yunhong Wang. CVPR 2022

  • Weakly Supervised Semantic Segmentation using Out-of-Distribution Date. [pdf] [code]

    • Jungbeom Lee, Seong Joon Oh, Sangdoo Yun, Junsuk Choe, Eunji Kim, Sungroh Yoon. CVPR 2022

  • Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic Segmentation. [pdf] [code]

    • Qi Chen, Lingxiao Yang, Jianhuang Lai, Xiaohua Xie. CVPR 2022

  • Cross Language Image Matching for Weakly Supervised Semantic Segmentation. [pdf]

    • Jinheng Xie, Xianxu Hou, Kai Ye, Linlin Shen. CVPR 2022

2021

  • Railroad Is Not a Train: Saliency As Pseudo-Pixel Supervision for Weakly Supervised Semantic Segmentation. [pdf] [code]

    • Seungho Lee, Minhyun Lee, Jongwuk Lee, Hyunjung Shim. CVPR 2021

  • Background-Aware Pooling and Noise-Aware Loss for Weakly-Supervised Semantic Segmentation. [pdf] [code]

    • Youngmin Oh, Beomjun Kim, Bumsub Ham. CVPR 2021

  • Non-Salient Region Object Mining for Weakly Supervised Semantic Segmentation. [pdf] [code]

    • Yazhou Yao, Tao Chen, Guosen Xie, Chuanyi Zhang, Fumin Shen, Qi Wu, Zhenmin Tang, Jian Zhang. CVPR 2021

  • Embedded Discriminative Attention Mechanism for Weakly Supervised Semantic Segmentation. [pdf] [code]

    • Tong Wu, Junshi Huang, Guangyu Gao, Xiaoming Wei, Xiaolin Wei, Xuan Luo, Chi Harold Liu CVPR 2021

  • BBAM: Bounding Box Attribution Map for Weakly Supervised Semantic and Instance Segmentation. [pdf] [code]

    • Jungbeom Lee, Jihun Yi, Chaehun Shin, Sungroh Yoon. CVPR 2021

  • Pseudo-mask matters in weakly-supervised semantic segmentation. [pdf] [code]

    • Y Li, Z Kuang, L Liu, Y Chen, W Zhang. ICCV 2021

  • Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic Segmentation. [pdf]

    • Lian Xu, Wanli Ouyang, Mohammed Bennamoun, Farid Boussaid, Ferdous Sohel, Dan Xu. ICCV 2021

  • Complementary patch for weakly supervised semantic segmentation. [pdf] [code]

    • Fei Zhang, Chaochen Gu, Chenyue Zhang, Yuchao Dai. ICCV 2021

  • ECS-Net: Improving Weakly Supervised Semantic Segmentation by Using Connections Between Class Activation Maps. [pdf]

    • Kunyang Sun, Haoqing Shi, Zhengming Zhang, Yongming Huang. ICCV 2021

  • Context Decoupling Augmentation for Weakly Supervised Semantic Segmentation。 [pdf] [code]

    • Yukun Su, Ruizhou Sun, Guosheng Lin, Qingyao Wu. ICCV 2021

  • Unlocking the potential of ordinary classifier: Class-specific adversarial erasing framework for weakly supervised semantic segmentation. [pdf] [code]

    • Hyeokjun Kweon, Sung-Hoon Yoon, Hyeonseong Kim, Daehee Park, Kuk-Jin Yoon. ICCV 2021

  • A comprehensive analysis of weakly-supervised semantic segmentation in different image domains. [pdf] [[code]](A comprehensive analysis of weakly-supervised semantic segmentation in different image domains.)

    • Lyndon Chan · Mahdi S. Hosseini · Konstantinos N. Plataniotis. IJCV 2021

  • Online Attention Accumulation for Weakly Supervised Semantic Segmentation. [pdf]

    • PT Jiang, LH Han, Q Hou, MM Cheng, Y Wei. TPAMI 2021

  • Affinity Attention Graph Neural Network for Weakly Supervised Semantic Segmentation. [pdf]

    • Bingfeng Zhang; Jimin Xiao; Jianbo Jiao; Yunchao Wei; Yao Zhao TPAMI 2021

  • Discriminative Region Suppression for Weakly-Supervised Semantic Segmentation. [pdf]

    • Beomyoung Kim, Sangeun Han, Junmo Kim. AAAI 2021

  • Reducing Information Bottleneck for Weakly Supervised Semantic Segmentation. [pdf]

    • J Lee, J Choi, J Mok, S Yoon. NeurlIPS 2021

2020

  • Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation. [pdf] [code]

    • Yude Wang, Jie Zhang, Meina Kan, Shiguang Shan, Xilin Chen. CVPR 2020

  • Learning integral objects with intra-class discriminator for weakly-supervised semantic segmentation [pdf] [code]

    • J Fan, Z Zhang, C Song, T Tan. CVPR 2020

  • Weakly-Supervised Semantic Segmentation via Sub-category Exploration. [pdf]

    • YT Chang, Q Wang, WC Hung, R Piramuthu, YH Tsai, MH Yang. CVPR 2020

  • Cian: Cross-image affinity net for weakly supervised semantic segmentation. [pdf]

    • J Fan, Z Zhang, T Tan, C Song, J Xiao. AAAI 2020

  • Reliability Does Matter: An End-to-End Weakly Supervised Semantic Segmentation Approach. [pdf]

    • B Zhang, J Xiao, Y Wei, M Sun, K Huang. AAAI 2020

  • Employing multi-estimations for weakly-supervised semantic segmentation. [pdf]

    • J Fan, Z Zhang, T Tan. ECCV 2020

  • Mining Cross-Image Semantics for Weakly Supervised Semantic Segmentation. [pdf].

    • Guolei Sun, Wenguan Wang, Jifeng Dai & Luc Van Gool. ECCV 2020

  • Mixup-cam: Weakly-supervised semantic segmentation via uncertainty regularization. [pdf]

    • Yu-Ting Chang, Qiaosong Wang, Wei-Chih Hung, Robinson Piramuthu, Yi-Hsuan Tsai, Ming-Hsuan Yang. arxiv 2020

2019

  • Joint learning of saliency detection and weakly supervised semantic segmentation. [pdf]

    • Yu Zeng, Yunzhi Zhuge, Huchuan Lu, Lihe Zhang. ICCV 2019

  • Multi-source weak supervision for saliency detection. [pdf]

    • Yu Zeng, Yunzhi Zhuge, Huchuan Lu, Lihe Zhang, Mingyang Qian, Yizhou Yu. CVPR 2019

  • Box-Driven Class-Wise Region Masking and Filling Rate Guided Loss for Weakly Supervised Semantic Segmentation。 [pdf]

    • Chunfeng Song, Yan Huang, Wanli Ouyang, Liang Wang. CVPR 2019

  • FickleNet: Weakly and Semi-Supervised Semantic Image Segmentation Using Stochastic Inference. [pdf]

    • Jungbeom Lee, Eunji Kim, Sungmin Lee, Jangho Lee, Sungroh Yoon. CVPR 2019