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Invariant Information Clustering for Unsupervised Image Classification and Segmentation

IEEE International Conference on Computer Vision (ICCV), 2018

17 July 2018

Xu Ji

João F. Henriques

Andrea Vedaldi

SSL

VLM

ArXiv (abs)PDF HTML Github (881★)

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

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Title
Unsupervised Learning of Image Segmentation Based on Differentiable Feature Clustering Wonjik Kim Asako Kanezaki Masayuki Tanaka 201 239 0 20 Jul 2020
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without AnnotationEuropean Conference on Computer Vision (ECCV), 2020 Cheng Ouyang C. Biffi Chen Chen Turkay Kart Huaqi Qiu Daniel Rueckert 196 241 0 20 Jul 2020
MIXÉM: Unsupervised Image Classification using a Mixture of EmbeddingsAsian Conference on Computer Vision (ACCV), 2020 Ali Varamesh Tinne Tuytelaars VLM 122 4 0 18 Jul 2020
End-to-end Deep Prototype and Exemplar Models for Predicting Human BehaviorAnnual Meeting of the Cognitive Science Society (CogSci), 2020 Pulkit Singh Joshua C. Peterson Ruairidh M. Battleday Thomas Griffiths 93 20 0 17 Jul 2020
Autoregressive Unsupervised Image SegmentationEuropean Conference on Computer Vision (ECCV), 2020 Yassine Ouali C´eline Hudelot Myriam Tami SSL 215 88 0 16 Jul 2020
Whitening for Self-Supervised Representation LearningInternational Conference on Machine Learning (ICML), 2020 Aleksandr Ermolov Aliaksandr Siarohin E. Sangineto Andrii Zadaianchuk SSL 411 346 0 13 Jul 2020
Progressive Cluster Purification for Unsupervised Feature Learning Yifei Zhang Chang-rui Liu Yu Zhou Wei Wang Weiping Wang QiXiang Ye 194 13 0 06 Jul 2020
Self-Supervised Learning of a Biologically-Inspired Visual Texture Model Nikhil Parthasarathy Eero P. Simoncelli 121 7 0 30 Jun 2020
Labelling unlabelled videos from scratch with multi-modal self-supervisionNeural Information Processing Systems (NeurIPS), 2020 Yuki M. Asano Mandela Patrick Christian Rupprecht Andrea Vedaldi SSL 253 161 0 24 Jun 2020
Don't Wait, Just Weight: Improving Unsupervised Representations by Learning Goal-Driven Instance Weights Linus Ericsson Henry Gouk Timothy M. Hospedales SSL 61 0 0 22 Jun 2020
Deep Transformation-Invariant Clustering Tom Monnier Thibault Groueix Mathieu Aubry OOD 3DH 179 36 0 19 Jun 2020
LSD-C: Linearly Separable Deep Clusters Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Kai Han Andrea Vedaldi Andrew Zisserman 141 24 0 17 Jun 2020
Go with the Flow: Adaptive Control for Neural ODEs Mathieu Chalvidal Matthew Ricci Rufin VanRullen Thomas Serre 194 2 0 16 Jun 2020
Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction Yaodong Yu Kwan Ho Ryan Chan Chong You Chaobing Song Yi-An Ma SSL 193 224 0 15 Jun 2020
Rethinking the Truly Unsupervised Image-to-Image TranslationIEEE International Conference on Computer Vision (ICCV), 2020 Kyungjune Baek Yunjey Choi Youngjung Uh Jaejun Yoo Hyunjung Shim VLM LRM 211 109 0 11 Jun 2020
Self-Supervised Learning Aided Class-Incremental Lifelong Learning Song Zhang Gehui Shen Jinsong Huang Zhihong Deng CLL 127 14 0 10 Jun 2020
Self-Supervised Relational Reasoning for Representation LearningNeural Information Processing Systems (NeurIPS), 2020 Massimiliano Patacchiola Amos Storkey OOD SSL 199 65 0 10 Jun 2020
An Algorithmic Introduction to Clustering Bernardo A. Gonzalez-Torres 72 0 0 08 Jun 2020
A generalized linear joint trained framework for semi-supervised learning of sparse features J. Laria Line H. Clemmensen B. Ersbøll 139 0 0 02 Jun 2020
SCAN: Learning to Classify Images without LabelsEuropean Conference on Computer Vision (ECCV), 2020 Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Marc Proesmans Luc Van Gool VLM SSL 347 618 0 25 May 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 539 1,084 0 11 May 2020
Variational Clustering: Leveraging Variational Autoencoders for Image Clustering V. Prasad Dipanjan Das Brojeshwar Bhowmick SSL DRL 142 28 0 10 May 2020
Audio-Visual Instance Discrimination with Cross-Modal AgreementComputer Vision and Pattern Recognition (CVPR), 2020 Pedro Morgado Nuno Vasconcelos Ishan Misra SSL 274 291 0 27 Apr 2020
Steering Self-Supervised Feature Learning Beyond Local Pixel StatisticsComputer Vision and Pattern Recognition (CVPR), 2020 Simon Jenni Hailin Jin Paolo Favaro SSL 134 50 0 05 Apr 2020
Robust Self-Supervised Convolutional Neural Network for Subspace Clustering and Classification Dario Sitnik I. Kopriva 103 1 0 03 Apr 2020
Action Localization through Continual Predictive LearningEuropean Conference on Computer Vision (ECCV), 2020 Sathyanarayanan N. Aakur Sudeep Sarkar 105 15 0 26 Mar 2020
One-Shot Informed Robotic Visual Search in the WildIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2020 Karim Koreitem Florian Shkurti Travis Manderson Wei-Di Chang J. A. G. Higuera Gregory Dudek 119 13 0 22 Mar 2020
DHOG: Deep Hierarchical Object Grouping L. N. Darlow Amos Storkey 101 7 0 13 Mar 2020
On Compositions of Transformations in Contrastive Self-Supervised LearningIEEE International Conference on Computer Vision (ICCV), 2020 Mandela Patrick Yuki M. Asano Polina Kuznetsova Ruth C. Fong João F. Henriques Geoffrey Zweig Andrea Vedaldi 180 53 0 09 Mar 2020
GATCluster: Self-Supervised Gaussian-Attention Network for Image ClusteringEuropean Conference on Computer Vision (ECCV), 2020 Chuang Niu Jun Zhang Ge Wang Jimin Liang SSL 213 77 0 27 Feb 2020
A Comprehensive Approach to Unsupervised Embedding Learning based on AND Algorithm Sungwon Han Yizhan Xu Sungwon Park M. Cha Cheng-Te Li SSL 96 3 0 26 Feb 2020
Neural Bayes: A Generic Parameterization Method for Unsupervised Representation Learning Devansh Arpit Huan Wang Caiming Xiong R. Socher Yoshua Bengio SSL 98 2 0 20 Feb 2020
A survey on Semi-, Self- and Unsupervised Learning for Image ClassificationIEEE Access (IEEE Access), 2020 Lars Schmarje M. Santarossa Simon-Martin Schroder Reinhard Koch SSL VLM 415 178 0 20 Feb 2020
Data Transformation Insights in Self-supervision with Clustering Tasks Abhimanu Kumar A. Deshmukh Ürün Dogan Denis Xavier Charles Eren Manavoglu 107 2 0 18 Feb 2020
Learning Robust Representations via Multi-View Information BottleneckInternational Conference on Learning Representations (ICLR), 2020 Marco Federici Anjan Dutta Patrick Forré Nate Kushman Zeynep Akata SLR 232 299 0 17 Feb 2020
A Simple Framework for Contrastive Learning of Visual RepresentationsInternational Conference on Machine Learning (ICML), 2020 Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 1.1K 21,918 0 13 Feb 2020
Subclass Distillation Rafael Müller Simon Kornblith Geoffrey E. Hinton 138 35 0 10 Feb 2020
CycleCluster: Modernising Clustering Regularisation for Deep Semi-Supervised Classification P. Sellars Angelica Aviles-Rivero Carola Bibiane Schönlieb 118 0 0 15 Jan 2020
OneGAN: Simultaneous Unsupervised Learning of Conditional Image Generation, Foreground Segmentation, and Fine-Grained ClusteringEuropean Conference on Computer Vision (ECCV), 2019 Yaniv Benny Lior Wolf VLM GAN 198 50 0 31 Dec 2019
Multi-Modal Deep Clustering: Unsupervised Partitioning of ImagesInternational Conference on Pattern Recognition (ICPR), 2019 Guy Shiran D. Weinshall 94 18 0 05 Dec 2019
Self-Supervised Learning of Pretext-Invariant RepresentationsComputer Vision and Pattern Recognition (CVPR), 2019 Ishan Misra Laurens van der Maaten SSL VLM 262 1,550 0 04 Dec 2019
DeepSynth: Automata Synthesis for Automatic Task Segmentation in Deep Reinforcement Learning Mohammadhosein Hasanbeig N. Jeppu Alessandro Abate T. Melham Daniel Kroening 396 20 0 22 Nov 2019
EnAET: A Self-Trained framework for Semi-Supervised and Supervised Learning with Ensemble Transformations Tianlin Li Daisuke Kihara Jiebo Luo Guo-Jun Qi OOD 124 34 0 21 Nov 2019
Deep Unsupervised Clustering with Clustered Generator Model Dandan Zhu Tian Han Linqi Zhou Xiaokang Yang Ying Nian Wu 71 2 0 19 Nov 2019
Self-labelling via simultaneous clustering and representation learningInternational Conference on Learning Representations (ICLR), 2019 Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 381 837 0 13 Nov 2019
Double cycle-consistent generative adversarial network for unsupervised conditional generationInternational Conference on Information Photonics (ICIP), 2019 Fei Ding Feng Luo Yin Yang SyDa AI4CE 104 10 0 13 Nov 2019
Information based Deep Clustering: An experimental study Jizong Peng Christian Desrosiers M. Pedersoli 134 1 0 03 Oct 2019
Elastic-InfoGAN: Unsupervised Disentangled Representation Learning in Class-Imbalanced DataNeural Information Processing Systems (NeurIPS), 2019 Utkarsh Ojha Krishna Kumar Singh Cho-Jui Hsieh Yong Jae Lee DRL 148 3 0 01 Oct 2019
Deep Amortized Clustering Juho Lee Yoonho Lee Yee Whye Teh FedML 123 22 0 30 Sep 2019
Adversarial Deep Embedded Clustering: on a better trade-off between Feature Randomness and Feature DriftIEEE Transactions on Knowledge and Data Engineering (TKDE), 2019 Nairouz Mrabah Mohamed Bouguessa Riadh Ksantini OOD 98 57 0 26 Sep 2019