OMH: Structured Sparsity via Optimally Matched Hierarchy for Unsupervised Semantic Segmentation

11 March 2024

Baran Ozaydin

Tong Zhang

Deblina Bhattacharjee

Sabine Süsstrunk

Mathieu Salzmann

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Papers citing "OMH: Structured Sparsity via Optimally Matched Hierarchy for Unsupervised Semantic Segmentation"

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Title
SmooSeg: Smoothness Prior for Unsupervised Semantic Segmentation Mengcheng Lan Xinjiang Wang Yiping Ke Jiaxing Xu Xue Jiang Wayne Zhang 73 11 0 27 Oct 2023
Variance-Covariance Regularization Improves Representation Learning Jiachen Zhu Katrina Evtimova Yubei Chen Ravid Shwartz-Ziv Yann LeCun SSL 54 7 0 23 Jun 2023
Segment Anything A. Kirillov Eric Mintun Nikhila Ravi Hanzi Mao Chloe Rolland ... Spencer Whitehead Alexander C. Berg Wan-Yen Lo Piotr Dollár Ross B. Girshick MLLM VLM 329 7,278 0 05 Apr 2023
De-coupling and De-positioning Dense Self-supervised Learning Congpei Qiu Tong Zhang Wei Ke Mathieu Salzmann Sabine Süsstrunk 43 3 0 29 Mar 2023
Leveraging Hidden Positives for Unsupervised Semantic Segmentation Hyun Seok Seong WonJun Moon Subeen Lee Jae-Pil Heo ViT 105 33 0 27 Mar 2023
ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation Kehan Li Zhennan Wang Ze-Long Cheng Runyi Yu Yian Zhao Guoli Song Chang Liu Li-ming Yuan Jie Chen 57 38 0 12 Oct 2022
TokenCut: Segmenting Objects in Images and Videos with Self-supervised Transformer and Normalized Cut Yangtao Wang Xiaoke Shen Yuan. Yuan Yuming Du Maomao Li S. Hu James L. Crowley Dominique Vaufreydaz VOS ViT 77 84 0 01 Sep 2022
Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations Andrii Zadaianchuk Matthaeus Kleindessner Yi Zhu Francesco Locatello Thomas Brox 77 51 0 11 Jul 2022
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Wouter Van Gansbeke Simon Vandenhende Luc Van Gool 82 55 0 13 Jun 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 101 165 0 16 May 2022
Leverage Your Local and Global Representations: A New Self-Supervised Learning Strategy Tong Zhang Congpei Qiu Wei Ke Sabine Süsstrunk Mathieu Salzmann SSL 50 38 0 31 Mar 2022
Unsupervised Semantic Segmentation by Distilling Feature Correspondences Mark Hamilton Zhoutong Zhang Bharath Hariharan Noah Snavely William T. Freeman 43 241 0 16 Mar 2022
Deep ViT Features as Dense Visual Descriptors Shirzad Amir Yossi Gandelsman Shai Bagon Tali Dekel MDE ViT 104 287 0 10 Dec 2021
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 59 41 0 02 Dec 2021
Per-Pixel Classification is Not All You Need for Semantic Segmentation Bowen Cheng Alex Schwing Alexander Kirillov VLM ViT 206 1,536 0 13 Jul 2021
Unbalanced Feature Transport for Exemplar-based Image Translation Fangneng Zhan Yingchen Yu Kaiwen Cui Gong-Duo Zhang Shijian Lu Jianxiong Pan Changgong Zhang Feiying Ma Xuansong Xie Chunyan Miao DiffM OT 36 62 0 19 Jun 2021
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning Adrien Bardes Jean Ponce Yann LeCun SSL DML 151 933 0 11 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 668 6,066 0 29 Apr 2021
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering Jang Hyun Cho Utkarsh Mall Kavita Bala B. Hariharan 63 196 0 30 Mar 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 300 2,344 0 04 Mar 2021
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 253 4,052 0 20 Nov 2020
Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning Zhenda Xie Yutong Lin Zheng Zhang Yue Cao Stephen Lin Han Hu SSL 99 413 0 19 Nov 2020
Dense Contrastive Learning for Self-Supervised Visual Pre-Training Xinlong Wang Rufeng Zhang Chunhua Shen Tao Kong Lei Li SSL 74 684 0 18 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 632 41,003 0 22 Oct 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 227 4,073 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 360 6,797 0 13 Jun 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 358 18,739 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 196 12,073 0 13 Nov 2019
Style Transfer by Relaxed Optimal Transport and Self-Similarity Nicholas I. Kolkin Jason Salavon Gregory Shakhnarovich 73 283 0 29 Apr 2019
Invariant Information Clustering for Unsupervised Image Classification and Segmentation Xu Ji João F. Henriques Andrea Vedaldi SSL VLM 84 850 0 17 Jul 2018
COCO-Stuff: Thing and Stuff Classes in Context Holger Caesar J. Uijlings V. Ferrari 127 1,385 0 12 Dec 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 735 37,846 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 11,609 0 06 Apr 2016
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 344 19,634 0 09 Mar 2015
Sinkhorn Distances: Lightspeed Computation of Optimal Transportation Distances Marco Cuturi OT 212 4,259 0 04 Jun 2013
A Tutorial on Spectral Clustering U. V. Luxburg 282 10,536 0 01 Nov 2007