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Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations

11 July 2022

Andrii Zadaianchuk

Matthaeus Kleindessner

Yi Zhu

Francesco Locatello

Thomas Brox

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Papers citing "Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations"

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Title
Bridging the Gap to Real-World Object-Centric Learning Maximilian Seitzer Max Horn Andrii Zadaianchuk Dominik Zietlow Tianjun Xiao ... Tong He Zheng Zhang Bernhard Schölkopf Thomas Brox Francesco Locatello OCL 110 152 0 29 Sep 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos Gautam Singh Yi-Fu Wu Sungjin Ahn OCL 112 120 0 27 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 115 167 0 16 May 2022
Self-Supervised Learning of Object Parts for Semantic Segmentation A. Ziegler Yuki M. Asano SSL OCL 87 103 0 27 Apr 2022
Unsupervised Hierarchical Semantic Segmentation with Multiview Cosegmentation and Clustering Transformers Tsung-Wei Ke Jyh-Jing Hwang Yunhui Guo Xudong Wang Stella X. Yu 70 48 0 25 Apr 2022
Object discovery and representation networks Olivier J. Hénaff Skanda Koppula Evan Shelhamer Daniel Zoran Andrew Jaegle Andrew Zisserman João Carreira Relja Arandjelović 91 89 0 16 Mar 2022
Unsupervised Semantic Segmentation by Distilling Feature Correspondences Mark Hamilton Zhoutong Zhang Bharath Hariharan Noah Snavely William T. Freeman 53 243 0 16 Mar 2022
GroupViT: Semantic Segmentation Emerges from Text Supervision Jiarui Xu Shalini De Mello Sifei Liu Wonmin Byeon Thomas Breuel Jan Kautz Xinyu Wang ViT VLM 289 526 0 22 Feb 2022
Conditional Object-Centric Learning from Video Thomas Kipf Gamaleldin F. Elsayed Aravindh Mahendran Austin Stone S. Sabour G. Heigold Rico Jonschkowski Alexey Dosovitskiy Klaus Greff OCL 105 218 0 24 Nov 2021
iBOT: Image BERT Pre-Training with Online Tokenizer Jinghao Zhou Chen Wei Huiyu Wang Wei Shen Cihang Xie Alan Yuille Tao Kong 83 740 0 15 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 467 7,814 0 11 Nov 2021
Object-Centric Representation Learning with Generative Spatial-Temporal Factorization Nanbo Li Muhammad Ahmed Raza Wenbin Hu Zhaole Sun Robert B. Fisher OCL 65 15 0 09 Nov 2021
Illiterate DALL-E Learns to Compose Gautam Singh Fei Deng Sungjin Ahn CoGe OCL 114 139 0 17 Oct 2021
Localizing Objects with Self-Supervised Transformers and no Labels Oriane Siméoni Gilles Puy Huy V. Vo Simon Roburin Spyros Gidaris Andrei Bursuc P. Pérez Renaud Marlet Jean Ponce ViT 233 202 0 29 Sep 2021
Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic Segmentation Lian Xu Wanli Ouyang Bennamoun F. Boussaïd Ferdous Sohel Dan Xu 68 129 0 25 Jul 2021
Large-Scale Unsupervised Object Discovery Huy V. Vo Elena Sizikova Cordelia Schmid P. Pérez Jean Ponce ObjD 132 55 0 12 Jun 2021
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic Segmentation Seungho Lee Minhyun Lee Jongwuk Lee Hyunjung Shim 77 218 0 19 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 703 6,121 0 29 Apr 2021
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering Jang Hyun Cho Utkarsh Mall Kavita Bala B. Hariharan 77 196 0 30 Mar 2021
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 667 41,369 0 22 Oct 2020
Autoregressive Unsupervised Image Segmentation Yassine Ouali C´eline Hudelot Myriam Tami SSL 64 87 0 16 Jul 2020
Toward unsupervised, multi-object discovery in large-scale image collections Huy V. Vo P. Pérez Jean Ponce OCL 56 74 0 06 Jul 2020
Object-Centric Learning with Slot Attention Francesco Locatello Dirk Weissenborn Thomas Unterthiner Aravindh Mahendran G. Heigold Jakob Uszkoreit Alexey Dosovitskiy Thomas Kipf OCL 225 856 0 26 Jun 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 249 4,097 0 17 Jun 2020
SCAN: Learning to Classify Images without Labels Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Marc Proesmans Luc Van Gool VLM SSL 113 540 0 25 May 2020
Naive-Student: Leveraging Semi-Supervised Learning in Video Sequences for Urban Scene Segmentation Liang-Chieh Chen Raphael Gontijo-Lopes Bowen Cheng Maxwell D. Collins E. D. Cubuk Barret Zoph Hartwig Adam Jonathon Shlens 85 75 0 20 May 2020
Single-Stage Semantic Segmentation from Image Labels Nikita Araslanov Stefan Roth 82 255 0 16 May 2020
Improving Semantic Segmentation via Self-Training Yi Zhu Zhongyue Zhang Chongruo Wu Zhi-Li Zhang Tong He Hang Zhang R. Manmatha Mu Li Alex Smola VLM SSL 82 56 0 30 Apr 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 207 12,121 0 13 Nov 2019
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 312 2,392 0 11 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
DeepUSPS: Deep Robust Unsupervised Saliency Prediction With Self-Supervision D. Nguyen Maximilian Dax Chaithanya Kumar Mummadi Thi Phuong Nhung Ngo T. Nguyen Zhongyu Lou Thomas Brox 66 70 0 28 Sep 2019
Semi-Supervised Semantic Segmentation with High- and Low-level Consistency Sudhanshu Mittal Maxim Tatarchenko Thomas Brox SSL 76 377 0 15 Aug 2019
GENESIS: Generative Scene Inference and Sampling with Object-Centric Latent Representations Martin Engelcke Adam R. Kosiorek Oiwi Parker Jones Ingmar Posner OCL 124 307 0 30 Jul 2019
Cross-Modal Self-Attention Network for Referring Image Segmentation Linwei Ye Mrigank Rochan Zhi Liu Yang Wang EgoV 52 478 0 09 Apr 2019
Multi-Object Representation Learning with Iterative Variational Inference Klaus Greff Raphael Lopez Kaufman Rishabh Kabra Nicholas Watters Christopher P. Burgess Daniel Zoran Loic Matthey M. Botvinick Alexander Lerchner OCL SSL 106 509 0 01 Mar 2019
Large-Scale Object Mining for Object Discovery from Unlabeled Video Aljosa Osep P. Voigtlaender Jonathon Luiten Stefan Breuers Bastian Leibe 125 24 0 28 Feb 2019
Object Discovery From a Single Unlabeled Image by Mining Frequent Itemset With Multi-scale Features Runsheng Zhang Yaping Huang Mengyang Pu Jian Zhang Q. Guan Qi Zou Haibin Ling ObjD 61 31 0 26 Feb 2019
MONet: Unsupervised Scene Decomposition and Representation Christopher P. Burgess Loic Matthey Nicholas Watters Rishabh Kabra I. Higgins M. Botvinick Alexander Lerchner OCL 88 529 0 22 Jan 2019
Invariant Information Clustering for Unsupervised Image Classification and Segmentation Xu Ji João F. Henriques Andrea Vedaldi SSL VLM 87 852 0 17 Jul 2018
Weakly-Supervised Semantic Segmentation by Iteratively Mining Common Object Features Xiang Wang Shaodi You Xi Li Huimin Ma 69 303 0 12 Jun 2018
Learning to Decompose and Disentangle Representations for Video Prediction Jun-Ting Hsieh Bingbin Liu De-An Huang Li Fei-Fei Juan Carlos Niebles DRL 180 306 0 11 Jun 2018
Revisiting Dilated Convolution: A Simple Approach for Weakly- and Semi- Supervised Semantic Segmentation Yunchao Wei Huaxin Xiao Humphrey Shi Zequn Jie Jiashi Feng Thomas S. Huang SSeg 84 545 0 11 May 2018
Deep Extreme Cut: From Extreme Points to Object Segmentation Kevis-Kokitsi Maninis Sergi Caelles Jordi Pont-Tuset Luc Van Gool 70 418 0 24 Nov 2017
Extreme clicking for efficient object annotation Dim P. Papadopoulos J. Uijlings Frank Keller V. Ferrari 55 247 0 09 Aug 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 232 8,481 0 17 Jun 2017
Find Your Own Way: Weakly-Supervised Segmentation of Path Proposals for Urban Autonomy Dan Barnes William P. Maddern Ingmar Posner SSeg 73 123 0 05 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 265 18,259 0 02 Jun 2016
ScribbleSup: Scribble-Supervised Convolutional Networks for Semantic Segmentation Di Lin Jifeng Dai Jiaya Jia Kaiming He Jian Sun SSeg 121 1,009 0 18 Apr 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 11,641 0 06 Apr 2016