Leveraging Hidden Positives for Unsupervised Semantic Segmentation

27 March 2023

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Papers citing "Leveraging Hidden Positives for Unsupervised Semantic Segmentation"

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Title
Distilling Spectral Graph for Object-Context Aware Open-Vocabulary Semantic Segmentation Chanyoung Kim Dayun Ju Woojung Han Ming-Hsuan Yang Seong Jae Hwang VLM VOS 257 1 0 26 Nov 2024
Tailoring Self-Supervision for Supervised Learning WonJun Moon Ji-Hwan Kim Jae-Pil Heo SSL 47 10 0 20 Jul 2022
Patch-level Representation Learning for Self-supervised Vision Transformers Sukmin Yun Hankook Lee Jaehyung Kim Jinwoo Shin ViT 105 68 0 16 Jun 2022
Unsupervised Semantic Segmentation by Distilling Feature Correspondences Mark Hamilton Zhoutong Zhang Bharath Hariharan Noah Snavely William T. Freeman 57 243 0 16 Mar 2022
Multi-class Token Transformer for Weakly Supervised Semantic Segmentation Lian Xu Wanli Ouyang Bennamoun F. Boussaïd Dan Xu ViT 85 214 0 06 Mar 2022
TransFGU: A Top-down Approach to Fine-Grained Unsupervised Semantic Segmentation Zhao-Heng Yin Pichao Wang Fan Wang Xianzhe Xu Hanling Zhang Hao Li Rong Jin 78 41 0 02 Dec 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 319 5,072 0 31 May 2021
Segmenter: Transformer for Semantic Segmentation Robin Strudel Ricardo Garcia Pinel Ivan Laptev Cordelia Schmid ViT 215 1,473 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 724 6,135 0 29 Apr 2021
SE-SSD: Self-Ensembling Single-Stage Object Detector From Point Cloud Wu Zheng Weiliang Tang Li Jiang Chi-Wing Fu 3DPC 62 328 0 20 Apr 2021
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering Jang Hyun Cho Utkarsh Mall Kavita Bala B. Hariharan 86 196 0 30 Mar 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
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
Understanding the Behaviour of Contrastive Loss Feng Wang Huaping Liu SSL 107 692 0 15 Dec 2020
Contrastive Learning for Label-Efficient Semantic Segmentation Xiangyu Zhao Raviteja Vemulapalli Philip Mansfield Boqing Gong Bradley Green Lior Shapira Ying Nian Wu SSL SSeg 132 177 0 13 Dec 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 258 4,072 0 20 Nov 2020
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization Shujun Wang Lequan Yu Caizi Li Chi-Wing Fu Pheng-Ann Heng OOD 74 194 0 18 Jul 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 264 4,101 0 17 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 398 6,844 0 13 Jun 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 168 4,580 0 23 Apr 2020
Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation Yude Wang Jie Zhang Meina Kan Shiguang Shan Xilin Chen 90 629 0 09 Apr 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 387 18,897 0 13 Feb 2020
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 108 1,458 0 04 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 213 12,136 0 13 Nov 2019
SegSort: Segmentation by Discriminative Sorting of Segments Jyh-Jing Hwang Stella X. Yu Jianbo Shi Maxwell D. Collins Tien-Ju Yang Xiao Zhang Liang-Chieh Chen 205 149 0 15 Oct 2019
Segmentation Transformer: Object-Contextual Representations for Semantic Segmentation Yuhui Yuan Xiaokang Chen Xilin Chen Jingdong Wang ViT 239 1,420 0 24 Sep 2019
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty Dan Hendrycks Mantas Mazeika Saurav Kadavath Basel Alomair OOD SSL 56 950 0 28 Jun 2019
FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference Jungbeom Lee Eunji Kim Sungmin Lee Jangho Lee Sungroh Yoon 83 422 0 27 Feb 2019
Dual Attention Network for Scene Segmentation J. Fu Qingbin Liu Haijie Tian Yong Li Yongjun Bao Zhiwei Fang Hanqing Lu SSeg 324 5,114 0 09 Sep 2018
Invariant Information Clustering for Unsupervised Image Classification and Segmentation Xu Ji João F. Henriques Andrea Vedaldi SSL VLM 93 853 0 17 Jul 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 264 3,300 0 21 Mar 2018
COCO-Stuff: Thing and Stuff Classes in Context Holger Caesar J. Uijlings V. Ferrari 142 1,396 0 12 Dec 2016
Temporal Ensembling for Semi-Supervised Learning S. Laine Timo Aila UQCV 187 2,567 0 07 Oct 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 11,654 0 06 Apr 2016
Learning visual groups from co-occurrences in space and time Phillip Isola Daniel Zoran Dilip Krishnan Edward H. Adelson 73 122 0 21 Nov 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 169 2,790 0 19 May 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,441 0 18 May 2015
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 206 4,898 0 22 Dec 2014
Efficient Inference in Fully Connected CRFs with Gaussian Edge Potentials Philipp Krahenbuhl V. Koltun 132 3,459 0 20 Oct 2012