Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models

19 October 2023

Papers citing "Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models"

50 / 52 papers shown

Title
Semantic Prompt Learning for Weakly-Supervised Semantic Segmentation Ci-Siang Lin Chien-Yi Wang Yu-Chiang Frank Wang Min-Hung Chen VLM 215 0 0 22 Jan 2024
Convolutions Die Hard: Open-Vocabulary Segmentation with Single Frozen Convolutional CLIP Qihang Yu Ju He XueQing Deng Xiaohui Shen Liang-Chieh Chen VLM CLIP 80 150 0 04 Aug 2023
Open-Vocabulary Universal Image Segmentation with MaskCLIP Zheng Ding Jieke Wang Zhuowen Tu CLIP ISeg VLM 91 90 0 18 Aug 2022
A Survey on Label-efficient Deep Image Segmentation: Bridging the Gap between Weak Supervision and Dense Prediction Wei Shen Zelin Peng Xuehui Wang Huayu Wang Jiazhong Cen Dongsheng Jiang Lingxi Xie Xiaokang Yang Qi Tian VLM 70 83 0 04 Jul 2022
Regional Semantic Contrast and Aggregation for Weakly Supervised Semantic Segmentation Tianfei Zhou Meijie Zhang Fang Zhao Jianwu Li 80 128 0 17 Mar 2022
Weakly Supervised Semantic Segmentation using Out-of-Distribution Data Jungbeom Lee Seong Joon Oh Sangdoo Yun Junsuk Choe Eunji Kim Sung-Hoon Yoon WSOL OOD 505 88 0 08 Mar 2022
Multi-class Token Transformer for Weakly Supervised Semantic Segmentation Lian Xu Wanli Ouyang Bennamoun F. Boussaïd Dan Xu ViT 85 213 0 06 Mar 2022
Class Re-Activation Maps for Weakly-Supervised Semantic Segmentation Zhaozheng Chen Tan Wang Xiongwei Wu Xiansheng Hua Hanwang Zhang Qianru Sun WSOL VLM 127 148 0 02 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 555 4,409 0 28 Jan 2022
Activation Modulation and Recalibration Scheme for Weakly Supervised Semantic Segmentation Jie Qin Jie Wu Xuefeng Xiao Lujun Li Xingang Wang 117 113 0 16 Dec 2021
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation Yi Li Yiqun Duan Zhanghui Kuang Yimin Chen Wayne Zhang Xiaomeng Li 78 73 0 14 Dec 2021
Extract Free Dense Labels from CLIP Chong Zhou Chen Change Loy Bo Dai VLM CLIP 155 481 0 02 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 473 7,819 0 11 Nov 2021
Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast Ye Du Zehua Fu Qingjie Liu Yunhong Wang 135 135 0 14 Oct 2021
Pseudo-mask Matters in Weakly-supervised Semantic Segmentation Yi Li Zhanghui Kuang Liyang Liu Yimin Chen Wayne Zhang 81 99 0 30 Aug 2021
Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic Segmentation Lian Xu Wanli Ouyang Bennamoun F. Boussaïd Ferdous Sohel Dan Xu 68 130 0 25 Jul 2021
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic Segmentation Seungho Lee Minhyun Lee Jongwuk Lee Hyunjung Shim 77 220 0 19 May 2021
Segmenter: Transformer for Semantic Segmentation Robin Strudel Ricardo Garcia Pinel Ivan Laptev Cordelia Schmid ViT 215 1,470 0 12 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 708 6,127 0 29 Apr 2021
MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding Aishwarya Kamath Mannat Singh Yann LeCun Gabriel Synnaeve Ishan Misra Nicolas Carion ObjD VLM 182 889 0 26 Apr 2021
Non-Salient Region Object Mining for Weakly Supervised Semantic Segmentation Yazhou Yao Tao Chen Guosen Xie Chuanyi Zhang Fumin Shen Qi Wu Zhenmin Tang Jian Zhang 137 191 0 26 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 463 21,564 0 25 Mar 2021
Anti-Adversarially Manipulated Attributions for Weakly and Semi-Supervised Semantic Segmentation Jungbeom Lee Eunji Kim Sungroh Yoon 75 229 0 16 Mar 2021
Discriminative Region Suppression for Weakly-Supervised Semantic Segmentation Beomyoung Kim Sangeun Han Junmo Kim 71 127 0 12 Mar 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 445 1,127 0 17 Feb 2021
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers Sixiao Zheng Jiachen Lu Hengshuang Zhao Xiatian Zhu Zekun Luo ... Yanwei Fu Jianfeng Feng Tao Xiang Philip Torr Li Zhang ViT 194 2,911 0 31 Dec 2020
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 389 6,802 0 23 Dec 2020
Group-Wise Semantic Mining for Weakly Supervised Semantic Segmentation Xueyi Li Tianfei Zhou Jianwu Li Yi Zhou Zhaoxiang Zhang 55 125 0 09 Dec 2020
Causal Intervention for Weakly-Supervised Semantic Segmentation Dong Zhang Hanwang Zhang Jinhui Tang Xiansheng Hua Qianru Sun CML ISeg 103 454 0 26 Sep 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 434 13,108 0 26 May 2020
Single-Stage Semantic Segmentation from Image Labels Nikita Araslanov Stefan Roth 82 255 0 16 May 2020
Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation Yude Wang Jie Zhang Meina Kan Shiguang Shan Xilin Chen 90 628 0 09 Apr 2020
A Comprehensive Analysis of Weakly-Supervised Semantic Segmentation in Different Image Domains Lyndon Chan Mahdi S. Hosseini Konstantinos N. Plataniotis 61 101 0 24 Dec 2019
Squeeze-and-Attention Networks for Semantic Segmentation Zilong Zhong Z. Q. Lin Rene Bidart Xiaodan Hu Ibrahim Ben Daya Zhifeng Li Wei-Shi Zheng Jonathan Li A. Wong SSeg 63 236 0 08 Sep 2019
A Simple Pooling-Based Design for Real-Time Salient Object Detection Jiangjiang Liu Qibin Hou Ming-Ming Cheng Jiashi Feng Jianmin Jiang ObjD 88 864 0 21 Apr 2019
Objects as Points Xingyi Zhou Dequan Wang Philipp Krahenbuhl 3DPC 113 3,260 0 16 Apr 2019
Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations Jiwoon Ahn Sunghyun Cho Suha Kwak ISeg SSeg 170 545 0 10 Apr 2019
FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference Jungbeom Lee Eunji Kim Sungmin Lee Jangho Lee Sungroh Yoon 69 422 0 27 Feb 2019
Learning Pixel-level Semantic Affinity with Image-level Supervision for Weakly Supervised Semantic Segmentation Jiwoon Ahn Suha Kwak 285 747 0 28 Mar 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 480 13,178 0 07 Feb 2018
Object Region Mining with Adversarial Erasing: A Simple Classification to Semantic Segmentation Approach Yunchao Wei Jiashi Feng Xiaodan Liang Ming-Ming Cheng Yao-Min Zhao Shuicheng Yan 87 811 0 24 Mar 2017
Wider or Deeper: Revisiting the ResNet Model for Visual Recognition Zifeng Wu Chunhua Shen Anton Van Den Hengel SSeg 641 1,518 0 30 Nov 2016
Deeply supervised salient object detection with short connections Qibin Hou Ming-Ming Cheng Xiao-Wei Hu Ali Borji Zhuowen Tu Philip Torr 83 1,330 0 15 Nov 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 324 20,086 0 07 Oct 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 267 18,267 0 02 Jun 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 747 37,890 0 20 May 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 1.1K 11,644 0 06 Apr 2016
Seed, Expand and Constrain: Three Principles for Weakly-Supervised Image Segmentation Alexander Kolesnikov Christoph H. Lampert SSeg 55 749 0 19 Mar 2016
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 253 9,338 0 14 Dec 2015
BoxSup: Exploiting Bounding Boxes to Supervise Convolutional Networks for Semantic Segmentation Jifeng Dai Kaiming He Jian Sun 191 1,046 0 05 Mar 2015