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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
Online Deep Clustering for Unsupervised Representation Learning Xiaohang Zhan Jiahao Xie Ziwei Liu Yew-Soon Ong Chen Change Loy OOD 107 187 0 18 Jun 2020
Self-supervised Learning on Graphs: Deep Insights and New Direction Wei Jin Hanyu Wang Haochen Liu Yiqi Wang Suhang Wang Zitao Liu Jiliang Tang SSL 71 178 0 17 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 318 4,107 0 17 Jun 2020
Self-supervised Knowledge Distillation for Few-shot Learning Jathushan Rajasegaran Salman Khan Munawar Hayat Fahad Shahbaz Khan M. Shah SSL 96 93 0 17 Jun 2020
Go with the Flow: Adaptive Control for Neural ODEs Mathieu Chalvidal Matthew Ricci Rufin VanRullen Thomas Serre 43 2 0 16 Jun 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 176 1,640 0 15 Jun 2020
Are we done with ImageNet? Lucas Beyer Olivier J. Hénaff Alexander Kolesnikov Xiaohua Zhai Aaron van den Oord VLM 134 407 0 12 Jun 2020
3D Self-Supervised Methods for Medical Imaging Aiham Taleb W. Loetzsch Noel Danz Julius Severin Thomas Gaertner Benjamin Bergner C. Lippert SSL 121 214 0 06 Jun 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 141 978 0 11 May 2020
MorphoCluster: Efficient Annotation of Plankton images by Clustering Simon-Martin Schroder R. Kiko Reinhard Koch 106 46 0 04 May 2020
Does Visual Self-Supervision Improve Learning of Speech Representations for Emotion Recognition? Abhinav Shukla Stavros Petridis Maja Pantic SSL 88 28 0 04 May 2020
Audio-Visual Instance Discrimination with Cross-Modal Agreement Pedro Morgado Nuno Vasconcelos Ishan Misra SSL 87 276 0 27 Apr 2020
Extending and Analyzing Self-Supervised Learning Across Domains Bram Wallace B. Hariharan SSL 43 43 0 24 Apr 2020
AD-Cluster: Augmented Discriminative Clustering for Domain Adaptive Person Re-identification Yunpeng Zhai Shijian Lu QiXiang Ye Xuebo Shan Jie Chen Rongrong Ji Yonghong Tian 77 263 0 19 Apr 2020
Are we pretraining it right? Digging deeper into visio-linguistic pretraining Amanpreet Singh Vedanuj Goswami Devi Parikh VLM 78 48 0 19 Apr 2020
YuruGAN: Yuru-Chara Mascot Generator Using Generative Adversarial Networks With Clustering Small Dataset Yuki Hagiwara Toshihisa Tanaka 8 0 0 17 Apr 2020
Code-Aligned Autoencoders for Unsupervised Change Detection in Multimodal Remote Sensing Images L. Luppino Mads A. Hansen Michael C. Kampffmeyer F. Bianchi G. Moser Robert Jenssen S. N. Anfinsen 30 94 0 15 Apr 2020
Y-net: Biomedical Image Segmentation and Clustering Sharmin Pathan A. Tripathi 23 7 0 12 Apr 2020
SelfORE: Self-supervised Relational Feature Learning for Open Relation Extraction Xuming Hu Chenwei Zhang Yusong Xu Lijie Wen Philip S. Yu SSL 113 87 0 06 Apr 2020
Clustering based Contrastive Learning for Improving Face Representations Vivek Sharma Makarand Tapaswi M. Sarfraz Rainer Stiefelhagen CVBM SSL 77 46 0 05 Apr 2020
Memory-Efficient Incremental Learning Through Feature Adaptation Ahmet Iscen Jeffrey O. Zhang Svetlana Lazebnik Cordelia Schmid CLL VLM 66 165 0 01 Apr 2020
Pose-guided Visible Part Matching for Occluded Person ReID Shang Gao Jingya Wang Huchuan Lu Zimo Liu 127 199 0 01 Apr 2020
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 67 139 0 31 Mar 2020
Label-Efficient Learning on Point Clouds using Approximate Convex Decompositions Matheus Gadelha Aruni RoyChowdhury Gopal Sharma E. Kalogerakis Liangliang Cao Erik Learned-Miller Rui Wang Subhransu Maji 3DPC 107 45 0 30 Mar 2020
Improving out-of-distribution generalization via multi-task self-supervised pretraining Isabela Albuquerque Nikhil Naik Junnan Li N. Keskar R. Socher SSL OOD 90 40 0 30 Mar 2020
Selecting Relevant Features from a Multi-domain Representation for Few-shot Classification Nikita Dvornik Cordelia Schmid Julien Mairal VLM 229 24 0 20 Mar 2020
Unsupervised Domain Adaptation via Structurally Regularized Deep Clustering Hui Tang Ke Chen Kui Jia CML OOD 75 273 0 19 Mar 2020
Cross-domain Self-supervised Learning for Domain Adaptation with Few Source Labels Donghyun Kim Kuniaki Saito Tae-Hyun Oh Bryan A. Plummer Stan Sclaroff Kate Saenko SSL 73 43 0 18 Mar 2020
Scan2Plan: Efficient Floorplan Generation from 3D Scans of Indoor Scenes Ameya Phalak Vijay Badrinarayanan Andrew Rabinovich 3DPC 34 14 0 16 Mar 2020
On Compositions of Transformations in Contrastive Self-Supervised Learning Mandela Patrick Yuki M. Asano Polina Kuznetsova Ruth C. Fong João F. Henriques Geoffrey Zweig Andrea Vedaldi 83 49 0 09 Mar 2020
DROCC: Deep Robust One-Class Classification Sachin Goyal Aditi Raghunathan Moksh Jain H. Simhadri Prateek Jain VLM 101 167 0 28 Feb 2020
Affinity guided Geometric Semi-Supervised Metric Learning U. Dutta Mehrtash Harandi C. Sekhar 95 2 0 27 Feb 2020
GATCluster: Self-Supervised Gaussian-Attention Network for Image Clustering Chuang Niu Jun Zhang Ge Wang Jimin Liang SSL 81 70 0 27 Feb 2020
Evolving Losses for Unsupervised Video Representation Learning A. Piergiovanni A. Angelova Michael S. Ryoo SSL 89 140 0 26 Feb 2020
Memory-Based Graph Networks Amir Hosein Khas Ahmadi Kaveh Hassani Parsa Moradi Leo Lee Q. Morris GNN 161 91 0 21 Feb 2020
Automatic Shortcut Removal for Self-Supervised Representation Learning Matthias Minderer Olivier Bachem N. Houlsby Michael Tschannen SSL 94 73 0 20 Feb 2020
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation Jian Liang Dapeng Hu Jiashi Feng 138 1,253 0 20 Feb 2020
Semi-Supervised Class Discovery Jeremy Nixon J. Liu David Berthelot 65 2 0 10 Feb 2020
Certified Robustness to Label-Flipping Attacks via Randomized Smoothing Elan Rosenfeld Ezra Winston Pradeep Ravikumar J. Zico Kolter OOD AAML 94 159 0 07 Feb 2020
Structural Deep Clustering Network Deyu Bo Xiao Wang C. Shi Meiqi Zhu Emiao Lu Peng Cui GNN 97 502 0 05 Feb 2020
Deep Self-Supervised Representation Learning for Free-Hand Sketch Peng Xu Zeyu Song Qiyue Yin Yi-Zhe Song Liang Wang SSL 85 41 0 03 Feb 2020
Deep Image Translation with an Affinity-Based Change Prior for Unsupervised Multimodal Change Detection L. Luppino Michael C. Kampffmeyer F. Bianchi G. Moser S. Serpico Robert Jenssen S. N. Anfinsen 48 107 0 13 Jan 2020
Pruning Convolutional Neural Networks with Self-Supervision Mathilde Caron Ari S. Morcos Piotr Bojanowski Julien Mairal Armand Joulin SSL 3DPC 59 12 0 10 Jan 2020
HoMM: Higher-order Moment Matching for Unsupervised Domain Adaptation Chao Chen Zhihang Fu Zhihong Chen Sheng Jin Zhaowei Cheng Xinyu Jin Xiansheng Hua 87 203 0 27 Dec 2019
Graph Embedded Pose Clustering for Anomaly Detection Amir Markovitz Gilad Sharir Itamar Friedman Lihi Zelnik-Manor S. Avidan 3DH 95 168 0 26 Dec 2019
Unsupervised Few-shot Learning via Self-supervised Training Zilong Ji Xiaolong Zou Tiejun Huang Si Wu SSL 63 24 0 20 Dec 2019
Transformed Subspace Clustering Jyoti Maggu A. Majumdar Émilie Chouzenoux 16 9 0 10 Dec 2019
Unsupervised Curricula for Visual Meta-Reinforcement Learning Allan Jabri Kyle Hsu Benjamin Eysenbach Abhishek Gupta Sergey Levine Chelsea Finn VLM OOD SSL OffRL 68 65 0 09 Dec 2019
ClusterFit: Improving Generalization of Visual Representations Xueting Yan Ishan Misra Abhinav Gupta Deepti Ghadiyaram D. Mahajan SSL VLM 132 133 0 06 Dec 2019
Self-Supervised Learning of Video-Induced Visual Invariances Michael Tschannen Josip Djolonga Marvin Ritter Aravindh Mahendran Xiaohua Zhai N. Houlsby Sylvain Gelly Mario Lucic SSL 135 62 0 05 Dec 2019