Invariant Information Clustering for Unsupervised Image Classification and Segmentation

17 July 2018

Xu Ji

João F. Henriques

Andrea Vedaldi

SSL

VLM

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Papers citing "Invariant Information Clustering for Unsupervised Image Classification and Segmentation"

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Unsupervised Foreground Extraction via Deep Region Competition Peiyu Yu Sirui Xie Xiaojian Ma Yixin Zhu Ying Nian Wu Song-Chun Zhu OCL 32 42 0 29 Oct 2021
Self-Supervised Learning by Estimating Twin Class Distributions Feng Wang Tao Kong Rufeng Zhang Huaping Liu Hang Li SSL 55 17 0 14 Oct 2021
Fuzzy Overclustering: Semi-Supervised Classification of Fuzzy Labels with Overclustering and Inverse Cross-Entropy Lars Schmarje Johannes Brunger M. Santarossa Simon-Martin Schroder R. Kiko Reinhard Koch 47 17 0 13 Oct 2021
Detecting Corrupted Labels Without Training a Model to Predict Zhaowei Zhu Zihao Dong Yang Liu NoLa 149 62 0 12 Oct 2021
Colour augmentation for improved semi-supervised semantic segmentation Geoff French Michal Mackiewicz 19 3 0 09 Oct 2021
SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning Talip Uçar Ehsan Hajiramezanali Lindsay Edwards LMTD SSL 39 124 0 08 Oct 2021
Dense Semantic Contrast for Self-Supervised Visual Representation Learning Xiaoni Li Yu Zhou Yifei Zhang Aoting Zhang Wei Wang Ning Jiang Haiying Wu Weiping Wang SSL 19 40 0 16 Sep 2021
Joint Debiased Representation Learning and Imbalanced Data Clustering Mina Rezaei Emilio Dorigatti David Rügamer Bernd Bischl SSL 27 3 0 11 Sep 2021
ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets Vitaliy Kinakh O. Taran S. Voloshynovskiy 38 12 0 31 Aug 2021
Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation Yuanyi Zhong Bodi Yuan Hong Wu Zhiqiang Yuan Jian Peng Yu-xiong Wang 38 167 0 20 Aug 2021
Concurrent Discrimination and Alignment for Self-Supervised Feature Learning Anjan Dutta Massimiliano Mancini Zeynep Akata SSL 22 0 0 19 Aug 2021
A Unified Objective for Novel Class Discovery Enrico Fini E. Sangineto Stéphane Lathuilière Zhun Zhong Moin Nabi Elisa Ricci 41 168 0 19 Aug 2021
Existence, Stability and Scalability of Orthogonal Convolutional Neural Networks El Mehdi Achour Franccois Malgouyres Franck Mamalet 16 20 0 12 Aug 2021
Few-Shot Segmentation with Global and Local Contrastive Learning Weide Liu Zhonghua Wu Henghui Ding Fayao Liu Jie Lin Guosheng Lin Wei Zhou 39 24 0 11 Aug 2021
M2IOSR: Maximal Mutual Information Open Set Recognition Xin Sun Henghui Ding Chi Zhang Guosheng Lin K. Ling 23 17 0 05 Aug 2021
Clustering by Maximizing Mutual Information Across Views Kien Do T. Tran Svetha Venkatesh VLM SSL 11 37 0 24 Jul 2021
A Spatial Guided Self-supervised Clustering Network for Medical Image Segmentation Euijoon Ahn D. Feng Jinman Kim 28 26 0 11 Jul 2021
A data-centric approach for improving ambiguous labels with combined semi-supervised classification and clustering Lars Schmarje M. Santarossa Simon-Martin Schroder Claudius Zelenka R. Kiko J. Stracke N. Volkmann Reinhard Koch 30 10 0 30 Jun 2021
AutoNovel: Automatically Discovering and Learning Novel Visual Categories Kai Han Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Andrea Vedaldi Andrew Zisserman SSL 24 124 0 29 Jun 2021
SRPN: similarity-based region proposal networks for nuclei and cells detection in histology images Yibao Sun Xingru Huang Huiyu Zhou Qianni Zhang 33 31 0 25 Jun 2021
Efficient Self-supervised Vision Transformers for Representation Learning Chunyuan Li Jianwei Yang Pengchuan Zhang Mei Gao Bin Xiao Xiyang Dai Lu Yuan Jianfeng Gao ViT 40 209 0 17 Jun 2021
Fairness-Aware Node Representation Learning Öykü Deniz Köse Yanning Shen 22 22 0 09 Jun 2021
Enabling On-Device Self-Supervised Contrastive Learning With Selective Data Contrast Yawen Wu Zhepeng Wang Dewen Zeng Yiyu Shi Jingtong Hu SSL 41 27 0 07 Jun 2021
Efficient Training of Visual Transformers with Small Datasets Yahui Liu E. Sangineto Wei Bi N. Sebe Bruno Lepri Marco De Nadai ViT 36 167 0 07 Jun 2021
Large-scale Unsupervised Semantic Segmentation Shangqi Gao Zhong-Yu Li Ming-Hsuan Yang Mingg-Ming Cheng Junwei Han Philip Torr UQCV 38 84 0 06 Jun 2021
Finding an Unsupervised Image Segmenter in Each of Your Deep Generative Models Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi OCL 38 53 0 17 May 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 64 96 0 17 May 2021
Representation Learning for Clustering via Building Consensus A. Deshmukh Jayanth Reddy Regatti Eren Manavoglu Ürün Dogan SSL 24 9 0 04 May 2021
Unsupervised Layered Image Decomposition into Object Prototypes Tom Monnier Elliot Vincent Jean Ponce Mathieu Aubry OCL 16 53 0 29 Apr 2021
A Large-Scale Study on Unsupervised Spatiotemporal Representation Learning Christoph Feichtenhofer Haoqi Fan Bo Xiong Ross B. Girshick Kaiming He SSL AI4TS 39 257 0 29 Apr 2021
Actor-centered Representations for Action Localization in Streaming Videos Sathyanarayanan N. Aakur Sudeep Sarkar 32 3 0 29 Apr 2021
Every Annotation Counts: Multi-label Deep Supervision for Medical Image Segmentation Simon Reiß C. Seibold Alexander Freytag E. Rodner Rainer Stiefelhagen 89 61 0 27 Apr 2021
Joint Representation Learning and Novel Category Discovery on Single- and Multi-modal Data Xu Jia Kai Han Yukun Zhu Bradley Green 155 57 0 26 Apr 2021
Domain Adaptation for Semantic Segmentation via Patch-Wise Contrastive Learning Weizhe Liu David Ferstl S. Schulter L. Zebedin Pascal Fua C. Leistner 94 38 0 22 Apr 2021
All you need are a few pixels: semantic segmentation with PixelPick Gyungin Shin Weidi Xie Samuel Albanie VLM 27 42 0 13 Apr 2021
SiT: Self-supervised vIsion Transformer Sara Atito Ali Ahmed Muhammad Awais J. Kittler ViT 39 139 0 08 Apr 2021
Deep adaptive fuzzy clustering for evolutionary unsupervised representation learning Dayu Tan Zheng Huang Xin Peng W. Zhong V. Mahalec 30 11 0 31 Mar 2021
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering Jang Hyun Cho Utkarsh Mall Kavita Bala B. Hariharan 26 191 0 30 Mar 2021
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations Chaitanya K. Ryali D. Schwab Ari S. Morcos SSL 37 9 0 23 Mar 2021
Efficient Visual Pretraining with Contrastive Detection Olivier J. Hénaff Skanda Koppula Jean-Baptiste Alayrac Aaron van den Oord Oriol Vinyals João Carreira VLM SSL 38 162 0 19 Mar 2021
Space-Time Crop & Attend: Improving Cross-modal Video Representation Learning Mandela Patrick Yuki M. Asano Bernie Huang Ishan Misra Florian Metze Joao Henriques Andrea Vedaldi AI4TS 29 33 0 18 Mar 2021
SPICE: Semantic Pseudo-labeling for Image Clustering Chuang Niu Hongming Shan Ge Wang VLM 29 144 0 17 Mar 2021
Information Maximization Clustering via Multi-View Self-Labelling Foivos Ntelemis Yaochu Jin S. Thomas SSL 16 25 0 12 Mar 2021
Self-Supervised Features Improve Open-World Learning A. Dhamija T. Ahmad Jonathan Schwan Mohsen Jafarzadeh Chunchun Li Terrance E. Boult SSL 32 13 0 15 Feb 2021
Multi-source Pseudo-label Learning of Semantic Segmentation for the Scene Recognition of Agricultural Mobile Robots Shigemichi Matsuzaki J. Miura Hiroaki Masuzawa 32 9 0 12 Feb 2021
Clusterability as an Alternative to Anchor Points When Learning with Noisy Labels Zhaowei Zhu Yiwen Song Yang Liu NoLa 18 91 0 10 Feb 2021
Machine-learning enhanced dark soliton detection in Bose-Einstein condensates Shangjie Guo A. R. Fritsch Craig S. Greenberg I. Spielman Justyna P. Zwolak 32 18 0 14 Jan 2021
A Framework for Deep Constrained Clustering Hongjing Zhang Tianyang Zhan Sugato Basu Ian Davidson 24 31 0 07 Jan 2021
Self-Supervised Pretraining of 3D Features on any Point-Cloud Zaiwei Zhang Rohit Girdhar Armand Joulin Ishan Misra 3DPC 131 268 0 07 Jan 2021
Information-Theoretic Segmentation by Inpainting Error Maximization Pedro H. P. Savarese Sunnie S. Y. Kim Michael Maire G. Shakhnarovich David A. McAllester 47 29 0 14 Dec 2020