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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Title
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 137 268 0 07 Jan 2021
Unsupervised Image Segmentation using Mutual Mean-Teaching Zhichao Wu Lei Guo Hao Zhang Dan Xu 11 0 0 16 Dec 2020
Information-Theoretic Segmentation by Inpainting Error Maximization Pedro H. P. Savarese Sunnie S. Y. Kim Michael Maire G. Shakhnarovich David A. McAllester 49 29 0 14 Dec 2020
Self-labeled Conditional GANs M. Noroozi SSL 17 10 0 03 Dec 2020
Capturing implicit hierarchical structure in 3D biomedical images with self-supervised hyperbolic representations Joy Hsu Jeffrey Gu Gong-Her Wu Wah Chiu Serena Yeung SSL 36 27 0 03 Dec 2020
Boosting the Performance of Semi-Supervised Learning with Unsupervised Clustering B. Lerner Guy Shiran D. Weinshall SSL 22 5 0 01 Dec 2020
Grafit: Learning fine-grained image representations with coarse labels Hugo Touvron Alexandre Sablayrolles Matthijs Douze Matthieu Cord Hervé Jégou SSL 34 68 0 25 Nov 2020
Unsupervised Object Detection with LiDAR Clues Haofei Tian Yuntao Chen Jifeng Dai Zhaoxiang Zhang Xizhou Zhu 3DPC 33 28 0 25 Nov 2020
No Subclass Left Behind: Fine-Grained Robustness in Coarse-Grained Classification Problems N. Sohoni Jared A. Dunnmon Geoffrey Angus Albert Gu Christopher Ré 30 242 0 25 Nov 2020
Image Clustering using an Augmented Generative Adversarial Network and Information Maximization Foivos Ntelemis Yaochu Jin S. Thomas GAN 33 13 0 08 Nov 2020
Learning Representations from Audio-Visual Spatial Alignment Pedro Morgado Yi Li Nuno Vasconcelos SSL 27 121 0 03 Nov 2020
Quantifying Learnability and Describability of Visual Concepts Emerging in Representation Learning Iro Laina Ruth C. Fong Andrea Vedaldi OCL 33 13 0 27 Oct 2020
Unsupervised Semantic Aggregation and Deformable Template Matching for Semi-Supervised Learning Tao Han Junyu Gao Yuan. Yuan Qi. Wang 22 26 0 12 Oct 2020
Consensus Clustering With Unsupervised Representation Learning Jayanth Reddy Regatti A. Deshmukh Eren Manavoglu Ürün Dogan OOD SSL 28 20 0 03 Oct 2020
Improving Self-Organizing Maps with Unsupervised Feature Extraction Lyes Khacef Laurent Rodriguez Benoit Miramond SSL DRL 24 15 0 04 Sep 2020
Delving into Inter-Image Invariance for Unsupervised Visual Representations Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL VLM 21 58 0 26 Aug 2020
Learning to Cluster under Domain Shift Willi Menapace Stéphane Lathuilière Elisa Ricci OOD 19 14 0 11 Aug 2020
Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination Xudong Wang Ziwei Liu Stella X. Yu SSL 20 76 0 09 Aug 2020
Unsupervised Learning of Image Segmentation Based on Differentiable Feature Clustering Wonjik Kim Asako Kanezaki Masayuki Tanaka 14 210 0 20 Jul 2020
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation Cheng Ouyang C. Biffi Chia-Ju Chen Turkay Kart Huaqi Qiu Daniel Rueckert 25 205 0 20 Jul 2020
Autoregressive Unsupervised Image Segmentation Yassine Ouali C´eline Hudelot Myriam Tami SSL 35 86 0 16 Jul 2020
Progressive Cluster Purification for Unsupervised Feature Learning Yifei Zhang Chang-rui Liu Yu Zhou Wei Wang Weiping Wang QiXiang Ye 25 13 0 06 Jul 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 Ma SSL 36 190 0 15 Jun 2020
Self-Supervised Learning Aided Class-Incremental Lifelong Learning Song Zhang Gehui Shen Jinsong Huang Zhihong Deng CLL 33 14 0 10 Jun 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 87 956 0 11 May 2020
One-Shot Informed Robotic Visual Search in the Wild Karim Koreitem Florian Shkurti Travis Manderson Wei-Di Chang J. A. G. Higuera Gregory Dudek 21 12 0 22 Mar 2020
DHOG: Deep Hierarchical Object Grouping L. N. Darlow Amos Storkey 13 7 0 13 Mar 2020
GATCluster: Self-Supervised Gaussian-Attention Network for Image Clustering Chuang Niu Jun Zhang Ge Wang Jimin Liang SSL 27 70 0 27 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 78 18,337 0 13 Feb 2020
Subclass Distillation Rafael Müller Simon Kornblith Geoffrey E. Hinton 28 33 0 10 Feb 2020
OneGAN: Simultaneous Unsupervised Learning of Conditional Image Generation, Foreground Segmentation, and Fine-Grained Clustering Yaniv Benny Lior Wolf VLM GAN 21 48 0 31 Dec 2019
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 42 761 0 13 Nov 2019
Adversarial Deep Embedded Clustering: on a better trade-off between Feature Randomness and Feature Drift Nairouz Mrabah Mohamed Bouguessa Riadh Ksantini OOD 24 53 0 26 Sep 2019
Learning Deep Representations by Mutual Information for Person Re-identification Peng Chen Tong Jia Pengfei Wu Jianjun Wu Dongyue Chen SSL 27 5 0 16 Aug 2019
Unsupervised Learning of Object Keypoints for Perception and Control Tejas D. Kulkarni Ankush Gupta Catalin Ionescu Sebastian Borgeaud Malcolm Reynolds Andrew Zisserman Volodymyr Mnih SSL OCL 14 193 0 19 Jun 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 97 2,369 0 13 Jun 2019
Learning Representations by Maximizing Mutual Information Across Views Philip Bachman R. Devon Hjelm William Buchwalter SSL 72 1,457 0 03 Jun 2019
Emergence of Object Segmentation in Perturbed Generative Models Adam Bielski Paolo Favaro 33 99 0 29 May 2019
SEIGAN: Towards Compositional Image Generation by Simultaneously Learning to Segment, Enhance, and Inpaint Pavel Ostyakov Roman Suvorov Elizaveta Logacheva Oleg Khomenko Sergey I. Nikolenko GAN 19 23 0 19 Nov 2018
XAI Beyond Classification: Interpretable Neural Clustering Xi Peng Yunfan Li Ivor W. Tsang Erik Cambria Jiancheng Lv Qiufeng Wang 13 74 0 22 Aug 2018