Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers

5 March 2022

Yibing Zhan

Bo Du

Papers citing "Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers"

50 / 99 papers shown

Title
Automated Learning of Semantic Embedding Representations for Diffusion Models Limai Jiang Yunpeng Cai DiffM 28 0 0 09 May 2025
HGFormer: Topology-Aware Vision Transformer with HyperGraph Learning Hao Wang Shuo Zhang Biao Leng ViT 76 0 0 03 Apr 2025
Approximate Size Targets Are Sufficient for Accurate Semantic Segmentation Xingye Fan Zhongwen Z. Zhang Yuri Boykov VLM 39 0 0 10 Mar 2025
WeakMedSAM: Weakly-Supervised Medical Image Segmentation via SAM with Sub-Class Exploration and Prompt Affinity Mining Haoran Wang Lian Huai Wenbin Li Lei Qi Xingqun Jiang Yinghuan Shi MedIm 61 2 0 06 Mar 2025
DOEI: Dual Optimization of Embedding Information for Attention-Enhanced Class Activation Maps Hongjie Zhu Zeyu Zhang Guansong Pang X. Wang Shimin Wen Yu Bai Daji Ergu Ying Cai Yang Zhao 33 1 0 21 Feb 2025
MoRe: Class Patch Attention Needs Regularization for Weakly Supervised Semantic Segmentation Zhiwei Yang Yucong Meng Kexue Fu Shuo Wang Zhijian Song 85 1 0 20 Jan 2025
Prompt Categories Cluster for Weakly Supervised Semantic Segmentation Wangyu Wu Xianglin Qiu Siqi Song Xiaowei Huang Fei Ma Jimin Xiao VLM 69 4 0 18 Dec 2024
A Multimodal Approach Combining Structural and Cross-domain Textual Guidance for Weakly Supervised OCT Segmentation Jiaqi Yang Nitish Mehta Xiaoling Hu C. L. P. Chen Chia-Ling Tsai 64 0 0 19 Nov 2024
Upsampling DINOv2 features for unsupervised vision tasks and weakly supervised materials segmentation Ronan Docherty Antonis Vamvakeros Samuel J. Cooper 31 1 0 20 Oct 2024
Cognition Transferring and Decoupling for Text-supervised Egocentric Semantic Segmentation Zhaofeng Shi Heqian Qiu Lanxiao Wang Fanman Meng Q. Wu Hongliang Li 21 2 0 02 Oct 2024
DIAL: Dense Image-text ALignment for Weakly Supervised Semantic Segmentation Soojin Jang Jungmin Yun Junehyoung Kwon Eunju Lee Youngbin Kim 38 3 0 24 Sep 2024
Learning to Discover Forgery Cues for Face Forgery Detection Jiahe Tian Peng-Wen Chen Cai Yu Xiaomeng Fu Xi Wang Jiao Dai Jizhong Han CVBM AAML 29 6 0 02 Sep 2024
Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets Wolfgang Boettcher Lukas Hoyer Ozan Unal J. E. Lenssen Bernt Schiele 26 0 0 22 Aug 2024
Pixel-Level Domain Adaptation: A New Perspective for Enhancing Weakly Supervised Semantic Segmentation Ye Du Zehua Fu Qingjie Liu 23 1 0 04 Aug 2024
Leveraging Adaptive Implicit Representation Mapping for Ultra High-Resolution Image Segmentation Ziyu Zhao Xiaoguang Li Pingping Cai Canyu Zhang Song Wang 19 0 0 31 Jul 2024
APC: Adaptive Patch Contrast for Weakly Supervised Semantic Segmentation Wangyu Wu Tianhong Dai Zhenhong Chen Xiaowei Huang Fei Ma Jimin Xiao 38 13 0 15 Jul 2024
WPS-SAM: Towards Weakly-Supervised Part Segmentation with Foundation Models Xin-Jian Wu Rui-Song Zhang Jie Qin Shijie Ma Cheng-Lin Liu VLM 29 1 0 14 Jul 2024
Knowledge Transfer with Simulated Inter-Image Erasing for Weakly Supervised Semantic Segmentation Tao Chen XiRuo Jiang Gensheng Pei Zeren Sun Yucheng Wang Yazhou Yao 38 8 0 03 Jul 2024
Frozen CLIP: A Strong Backbone for Weakly Supervised Semantic Segmentation Bingfeng Zhang Siyue Yu Yunchao Wei Yao Zhao Jimin Xiao VLM 33 8 0 17 Jun 2024
Learning Robust Correlation with Foundation Model for Weakly-Supervised Few-Shot Segmentation Xinyang Huang Chuanglu Zhu Kebin Liu Ruiying Ren Shengjie Liu 33 2 0 30 May 2024
Tuning-free Universally-Supervised Semantic Segmentation Xiaobo Yang Xiaojin Gong VLM 42 1 0 23 May 2024
Weakly-supervised Semantic Segmentation via Dual-stream Contrastive Learning of Cross-image Contextual Information Qi Lai Chi-Man Vong 30 0 0 08 May 2024
Unified Unsupervised Salient Object Detection via Knowledge Transfer Yao Yuan Wutao Liu Pan Gao Qun Dai Jie Qin 28 4 0 23 Apr 2024
Tackling Ambiguity from Perspective of Uncertainty Inference and Affinity Diversification for Weakly Supervised Semantic Segmentation Zhiwei Yang Yucong Meng Kexue Fu Shuo Wang Zhijian Song 34 4 0 12 Apr 2024
Rethinking Saliency-Guided Weakly-Supervised Semantic Segmentation Beomyoung Kim Donghyeon Kim Sung Ju Hwang 29 0 0 01 Apr 2024
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation Sang-Kee Jo Fei Pan In-Jae Yu Kyungsu Kim 25 2 0 30 Mar 2024
DuPL: Dual Student with Trustworthy Progressive Learning for Robust Weakly Supervised Semantic Segmentation Yuanchen Wu Xichen Ye Kequan Yang Jide Li Xiaoqiang Li 42 9 0 17 Mar 2024
Hunting Attributes: Context Prototype-Aware Learning for Weakly Supervised Semantic Segmentation Feilong Tang Zhongxing Xu Zhaojun Qu Wei Feng Xingjian Jiang Zongyuan Ge 48 7 0 12 Mar 2024
Test-time Distribution Learning Adapter for Cross-modal Visual Reasoning Yi Zhang Ce Zhang VLM 28 1 0 10 Mar 2024
Separate and Conquer: Decoupling Co-occurrence via Decomposition and Representation for Weakly Supervised Semantic Segmentation Zhiwei Yang Kexue Fu Minghong Duan Linhao Qu Shuo Wang Zhijian Song 29 15 0 28 Feb 2024
Weakly Supervised Co-training with Swapping Assignments for Semantic Segmentation Xinyu Yang Hossein Rahmani Sue Black Bryan M. Williams 35 2 0 27 Feb 2024
Scribble Hides Class: Promoting Scribble-Based Weakly-Supervised Semantic Segmentation with Its Class Label Xinliang Zhang Lei Zhu Hangzhou He Lujia Jin Yanye Lu DiffM 24 3 0 27 Feb 2024
CoBra: Complementary Branch Fusing Class and Semantic Knowledge for Robust Weakly Supervised Semantic Segmentation Woojung Han Seil Kang Kyobin Choo Seong Jae Hwang 19 0 0 05 Feb 2024
Leveraging Swin Transformer for Local-to-Global Weakly Supervised Semantic Segmentation Rozhan Ahmadi S. Kasaei ViT 30 2 0 31 Jan 2024
Semantic Prompt Learning for Weakly-Supervised Semantic Segmentation Ci-Siang Lin Chien-Yi Wang Yu-Chiang Frank Wang Min-Hung Chen VLM 21 0 0 22 Jan 2024
Spatial Structure Constraints for Weakly Supervised Semantic Segmentation Tao Chen Yazhou Yao Xing-Rui Huang Zechao Li Liqiang Nie Jinhui Tang 19 15 0 20 Jan 2024
P2Seg: Pointly-supervised Segmentation via Mutual Distillation Zipeng Wang Xuehui Yu Xumeng Han Wenwen Yu Zhixun Huang Jianbin Jiao Zhenjun Han 23 0 0 18 Jan 2024
TagCLIP: A Local-to-Global Framework to Enhance Open-Vocabulary Multi-Label Classification of CLIP Without Training Yuqi Lin Minghao Chen Kaipeng Zhang Hengjia Li Mingming Li Zheng Yang Dongqin Lv Binbin Lin Haifeng Liu Deng Cai CLIP VLM 44 12 0 20 Dec 2023
Progressive Feature Self-reinforcement for Weakly Supervised Semantic Segmentation Jingxuan He Lechao Cheng Chaowei Fang Zunlei Feng Tingting Mu Min-Gyoo Song 13 7 0 14 Dec 2023
CLIP as RNN: Segment Countless Visual Concepts without Training Endeavor Shuyang Sun Runjia Li Philip H. S. Torr Xiuye Gu Siyang Li VLM CLIP 23 32 0 12 Dec 2023
Foundation Model Assisted Weakly Supervised Semantic Segmentation Xiaobo Yang Xiaojin Gong VLM 26 22 0 06 Dec 2023
Emergent Open-Vocabulary Semantic Segmentation from Off-the-shelf Vision-Language Models Jiayun Luo Siddhesh Khandelwal Leonid Sigal Boyang Albert Li MLLM VLM 27 7 0 28 Nov 2023
Uncovering Prototypical Knowledge for Weakly Open-Vocabulary Semantic Segmentation Fei Zhang Tianfei Zhou Boyang Li Hao He Chaofan Ma Tianjiao Zhang Jiangchao Yao Ya-Qin Zhang Yanfeng Wang VLM 35 17 0 29 Oct 2023
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models Zhaozheng Chen Qianru Sun VLM 27 7 0 19 Oct 2023
Label-efficient Segmentation via Affinity Propagation Wentong Li Yuqian Yuan Song Wang Wenyu Liu Dongqi Tang Jian Liu Jianke Zhu Lei Zhang 32 5 0 16 Oct 2023
Top-K Pooling with Patch Contrastive Learning for Weakly-Supervised Semantic Segmentation Wangyu Wu Tianhong Dai Xiaowei Huang Fei Ma Jimin Xiao ViT 26 9 0 15 Oct 2023
GPT-Prompt Controlled Diffusion for Weakly-Supervised Semantic Segmentation Wangyu Wu Tianhong Dai Xiaowei Huang Fei Ma Jimin Xiao DiffM 20 22 0 15 Oct 2023
Towards End-to-End Unsupervised Saliency Detection with Self-Supervised Top-Down Context Yicheng Song Shuyong Gao Haozhe Xing Yiting Cheng Yan Wang Wenqiang Zhang 8 1 0 14 Oct 2023
Cross-modal Cognitive Consensus guided Audio-Visual Segmentation Zhaofeng Shi Qingbo Wu Fanman Meng Linfeng Xu Hongliang Li VOS 25 3 0 10 Oct 2023
Background Activation Suppression for Weakly Supervised Object Localization and Semantic Segmentation Wei Zhai Ping Wu Kai Zhu Yang Cao Feng Wu Zheng-Jun Zha WSOL 29 17 0 22 Sep 2023