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Deep Clustering for Unsupervised Learning of Visual Features

15 July 2018

Papers citing "Deep Clustering for Unsupervised Learning of Visual Features"

50 / 503 papers shown

Title
Discovering New Intents with Deep Aligned Clustering Hanlei Zhang Hua Xu Ting-En Lin Rui Lv 143 119 0 16 Dec 2020
Understanding the Behaviour of Contrastive Loss Feng Wang Huaping Liu SSL 114 693 0 15 Dec 2020
Are Fewer Labels Possible for Few-shot Learning? Suichan Li Dongdong Chen Yinpeng Chen Lu Yuan Lefei Zhang Qi Chu Nenghai Yu SSL 63 3 0 10 Dec 2020
Contrastive Transformation for Self-supervised Correspondence Learning Ning Wang Wen-gang Zhou Houqiang Li VOS 96 34 0 09 Dec 2020
CASTing Your Model: Learning to Localize Improves Self-Supervised Representations Ramprasaath R. Selvaraju Karan Desai Justin Johnson Nikhil Naik SSL 93 80 0 08 Dec 2020
Self-Supervised Visual Representation Learning from Hierarchical Grouping Xiao Zhang Michael Maire SSL 85 74 0 05 Dec 2020
Towards Good Practices in Self-supervised Representation Learning Srikar Appalaraju Yi Zhu Yusheng Xie István Fehérvári SSL 69 21 0 01 Dec 2020
How Well Do Self-Supervised Models Transfer? Linus Ericsson Henry Gouk Timothy M. Hospedales SSL 122 278 0 26 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 90 252 0 25 Nov 2020
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation Yutong Xie Jianpeng Zhang Zehui Liao Yong-quan Xia Chunhua Shen 84 47 0 25 Nov 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 262 4,078 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 120 415 0 19 Nov 2020
Heterogeneous Contrastive Learning: Encoding Spatial Information for Compact Visual Representations Xinyue Huo Lingxi Xie Longhui Wei Xiaopeng Zhang Hao Li Zijie Yang Wen-gang Zhou Houqiang Li Qi Tian SSL 66 13 0 19 Nov 2020
Latent Adversarial Debiasing: Mitigating Collider Bias in Deep Neural Networks L. N. Darlow Stanisław Jastrzębski Amos Storkey 134 24 0 19 Nov 2020
ActBERT: Learning Global-Local Video-Text Representations Linchao Zhu Yi Yang ViT 134 423 0 14 Nov 2020
Bi-tuning of Pre-trained Representations Jincheng Zhong Ximei Wang Zhi Kou Jianmin Wang Mingsheng Long 57 21 0 12 Nov 2020
Self-supervised Graph Representation Learning via Bootstrapping Feihu Che Guohua Yang Dawei Zhang J. Tao Pengpeng Shao Tong Liu SSL 69 23 0 10 Nov 2020
Image Clustering using an Augmented Generative Adversarial Network and Information Maximization Foivos Ntelemis Yaochu Jin S. Thomas GAN 68 13 0 08 Nov 2020
Center-wise Local Image Mixture For Contrastive Representation Learning Hao Li Xiaopeng Zhang H. Xiong 76 8 0 05 Nov 2020
Learning and Evaluating Representations for Deep One-class Classification Kihyuk Sohn Chun-Liang Li Jinsung Yoon Minho Jin Tomas Pfister SSL 167 202 0 04 Nov 2020
Weed Density and Distribution Estimation for Precision Agriculture using Semi-Supervised Learning Shantam Shorewala Armaan Ashfaque R. Sidharth Ujjwal Verma 46 67 0 04 Nov 2020
Learning Visual Representations for Transfer Learning by Suppressing Texture Shlok Kumar Mishra Anshul B. Shah Ankan Bansal Janit Anjaria Jonghyun Choi Abhinav Shrivastava Abhishek Sharma David Jacobs SSL 100 11 0 03 Nov 2020
Learning Representations from Audio-Visual Spatial Alignment Pedro Morgado Yi Li Nuno Vasconcelos SSL 88 124 0 03 Nov 2020
Quantifying Learnability and Describability of Visual Concepts Emerging in Representation Learning Iro Laina Ruth C. Fong Andrea Vedaldi OCL 73 13 0 27 Oct 2020
Unsupervised deep learning for grading of age-related macular degeneration using retinal fundus images Baladitya Yellapragada Sascha Hornauer Kiersten Snyder Stella X. Yu Glenn Yiu MedIm 23 4 0 22 Oct 2020
Local plasticity rules can learn deep representations using self-supervised contrastive predictions Bernd Illing Jean-Paul Ventura G. Bellec W. Gerstner SSL DRL 124 71 0 16 Oct 2020
Are all negatives created equal in contrastive instance discrimination? Tiffany Cai Jonathan Frankle D. Schwab Ari S. Morcos SSL 76 83 0 13 Oct 2020
Audio-Visual Self-Supervised Terrain Type Discovery for Mobile Platforms Akiyoshi Kurobe Yoshikatsu Nakajima Hideo Saito Kris Kitani SSL 25 3 0 13 Oct 2020
DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets Shujun Wang Lequan Yu Kang Li Xin Yang Chi-Wing Fu Pheng-Ann Heng 78 137 0 13 Oct 2020
Support-set bottlenecks for video-text representation learning Mandela Patrick Po-Yao (Bernie) Huang Yuki M. Asano Florian Metze Alexander G. Hauptmann João Henriques Andrea Vedaldi 95 249 0 06 Oct 2020
CO2: Consistent Contrast for Unsupervised Visual Representation Learning Chen Wei Huiyu Wang Wei Shen Alan Yuille SSL 85 63 0 05 Oct 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 142 647 0 02 Oct 2020
Understanding Self-supervised Learning with Dual Deep Networks Yuandong Tian Lantao Yu Xinlei Chen Surya Ganguli SSL 80 80 0 01 Oct 2020
Joint Contrastive Learning with Infinite Possibilities Qi Cai Yu Wang Yingwei Pan Ting Yao Tao Mei VLM 69 60 0 30 Sep 2020
Contrastive Clustering Yunfan Li Peng Hu Zitao Liu Dezhong Peng Qiufeng Wang Xi Peng 76 635 0 21 Sep 2020
The Next Big Thing(s) in Unsupervised Machine Learning: Five Lessons from Infant Learning L. Zaadnoordijk Tarek R. Besold R. Cusack SSL DRL 43 3 0 17 Sep 2020
A Self-Reasoning Framework for Anomaly Detection Using Video-Level Labels M. Zaheer Arif Mahmood Ho-chul Shin Seung-Ik Lee 51 82 0 27 Aug 2020
Learning Visual Representations with Caption Annotations Mert Bulent Sariyildiz J. Perez Diane Larlus VLM SSL 113 162 0 04 Aug 2020
LoCo: Local Contrastive Representation Learning Yuwen Xiong Mengye Ren R. Urtasun SSL DRL 86 70 0 04 Aug 2020
Weakly-Supervised Semantic Segmentation via Sub-category Exploration Yu-Ting Chang Qiaosong Wang Wei-Chih Hung Robinson Piramuthu Yi-Hsuan Tsai Ming-Hsuan Yang 172 260 0 03 Aug 2020
Multiple Descent: Design Your Own Generalization Curve Lin Chen Yifei Min M. Belkin Amin Karbasi DRL 157 61 0 03 Aug 2020
Self-supervised Learning of Point Clouds via Orientation Estimation Omid Poursaeed Tianxing Jiang Quintessa Qiao N. Xu Vladimir G. Kim 3DPC SSL 88 119 0 01 Aug 2020
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas Guibas Or Litany 3DPC 226 642 0 21 Jul 2020
Explaining Deep Neural Networks using Unsupervised Clustering Yu-Han Liu Sercan O. Arik SSL AI4CE 70 11 0 15 Jul 2020
Comparing to Learn: Surpassing ImageNet Pretraining on Radiographs By Comparing Image Representations Hong-Yu Zhou Shuang Yu Cheng Bian Yifan Hu Kai Ma Yefeng Zheng SSL MedIm 73 106 0 15 Jul 2020
Whitening for Self-Supervised Representation Learning Aleksandr Ermolov Aliaksandr Siarohin E. Sangineto N. Sebe SSL 108 316 0 13 Jul 2020
ASGN: An Active Semi-supervised Graph Neural Network for Molecular Property Prediction Zhong Hao Chengqiang Lu Zheyuan Hu Hongya Wang Zhenya Huang Qi Liu Enhong Chen Cheekong Lee 129 140 0 07 Jul 2020
Data Augmenting Contrastive Learning of Speech Representations in the Time Domain Eugene Kharitonov M. Rivière Gabriel Synnaeve Lior Wolf Pierre-Emmanuel Mazaré Matthijs Douze Emmanuel Dupoux 134 118 0 02 Jul 2020
4S-DT: Self Supervised Super Sample Decomposition for Transfer learning with application to COVID-19 detection Asmaa Abbas M. Abdelsamea M. Gaber OOD ViT 71 64 0 26 Jun 2020
Labelling unlabelled videos from scratch with multi-modal self-supervision Yuki M. Asano Mandela Patrick Christian Rupprecht Andrea Vedaldi SSL 114 152 0 24 Jun 2020