Online Deep Clustering for Unsupervised Representation Learning

18 June 2020

Xiaohang Zhan

Papers citing "Online Deep Clustering for Unsupervised Representation Learning"

50 / 108 papers shown

Title
DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis F. Haghighi M. Taher Michael B. Gotway Jianming Liang MedIm 19 72 0 21 Apr 2022
Iterative, Deep Synthetic Aperture Sonar Image Segmentation Yun Sun Isaac D. Gerg V. Monga 23 11 0 28 Mar 2022
Dense Siamese Network for Dense Unsupervised Learning Wenwei Zhang Jiangmiao Pang Kai-xiang Chen Chen Change Loy 36 12 0 21 Mar 2022
Improving Event Representation via Simultaneous Weakly Supervised Contrastive Learning and Clustering Jun Gao Wei Wang Changlong Yu Huan Zhao Wilfred Ng Ruifeng Xu SSL DRL 19 25 0 15 Mar 2022
A study on the distribution of social biases in self-supervised learning visual models Kirill Sirotkin Pablo Carballeira Marcos Escudero-Viñolo 22 18 0 03 Mar 2022
Improved skin lesion recognition by a Self-Supervised Curricular Deep Learning approach Kirill Sirotkin Marcos Escudero-Viñolo Pablo Carballeira Juan C. Sanmiguel SSL 32 6 0 22 Dec 2021
Max-Margin Contrastive Learning Anshul B. Shah S. Sra Ramalingam Chellappa A. Cherian SSL 31 44 0 21 Dec 2021
Boosting Discriminative Visual Representation Learning with Scenario-Agnostic Mixup Siyuan Li Zicheng Liu Zedong Wang Di Wu Zihan Liu Stan Z. Li 35 26 0 30 Nov 2021
ViCE: Improving Dense Representation Learning by Superpixelization and Contrasting Cluster Assignment Robin Karlsson Tomoki Hayashi Keisuke Fujii Alexander Carballo Kento Ohtani K. Takeda SSL 39 4 0 24 Nov 2021
Large-Scale Hyperspectral Image Clustering Using Contrastive Learning Yaoming Cai Zijia Zhang Yong-Jin Liu Pedram Ghamisi Kunping Li Xiaobo Liu Z. Cai 22 16 0 15 Nov 2021
GenURL: A General Framework for Unsupervised Representation Learning Siyuan Li Zicheng Liu Z. Zang Di Wu Zhiyuan Chen Stan Z. Li OOD 3DGS OffRL 34 9 0 27 Oct 2021
Self-Supervised Representation Learning: Introduction, Advances and Challenges Linus Ericsson Henry Gouk Chen Change Loy Timothy M. Hospedales SSL OOD AI4TS 34 273 0 18 Oct 2021
Git: Clustering Based on Graph of Intensity Topology Zhangyang Gao Haitao Lin Cheng Tan Lirong Wu Stan. Z Li 18 6 0 04 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
Online Unsupervised Learning of Visual Representations and Categories Mengye Ren Tyler R. Scott Michael L. Iuzzolino Michael C. Mozer R. Zemel OCL SSL 24 4 0 13 Sep 2021
Temporal Knowledge Consistency for Unsupervised Visual Representation Learning Wei Feng Yuanjiang Wang Lihua Ma Ye Yuan Chi Zhang SSL 21 13 0 24 Aug 2021
A Unified Objective for Novel Class Discovery Enrico Fini E. Sangineto Stéphane Lathuilière Zhun Zhong Moin Nabi Elisa Ricci 32 168 0 19 Aug 2021
Clustering by Maximizing Mutual Information Across Views Kien Do T. Tran Svetha Venkatesh VLM SSL 11 37 0 24 Jul 2021
Augmented Data as an Auxiliary Plug-in Towards Categorization of Crowdsourced Heritage Data S. V. Kudari Akshaykumar Gunari Adarsh Jamadandi R. Tabib U. Mudenagudi 14 2 0 08 Jul 2021
Exploring Localization for Self-supervised Fine-grained Contrastive Learning Di Wu Siyuan Li Z. Zang Stan Z. Li SSL 32 8 0 30 Jun 2021
Trainable Class Prototypes for Few-Shot Learning Jianyi Li Guizhong Liu VLM 22 2 0 21 Jun 2021
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting Martine Toering Ioannis Gatopoulos M. Stol Vincent Tao Hu SSL 40 11 0 18 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 37 209 0 17 Jun 2021
A Meta Learning Approach to Discerning Causal Graph Structure Justin Wong Dominik Damjakob CML 11 2 0 06 Jun 2021
Large-scale Unsupervised Semantic Segmentation Shangqi Gao Zhong-Yu Li Ming-Hsuan Yang Mingg-Ming Cheng Junwei Han Philip H. S. Torr UQCV 38 84 0 06 Jun 2021
Unsupervised Visual Representation Learning by Online Constrained K-Means Qi Qian Yuanhong Xu Juhua Hu Hao Li R. L. Jin CML SSL 20 33 0 24 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
Exploring Instance Relations for Unsupervised Feature Embedding Yifei Zhang Yu Zhou Weiping Wang 25 6 0 07 May 2021
Motion-Augmented Self-Training for Video Recognition at Smaller Scale Kirill Gavrilyuk Mihir Jain I. Karmanov Cees G. M. Snoek 18 21 0 04 May 2021
Solving Inefficiency of Self-supervised Representation Learning Guangrun Wang Keze Wang Guangcong Wang Philip H. S. Torr Liang Lin SSL 21 58 0 18 Apr 2021
Unsupervised Continual Learning Via Pseudo Labels Jiangpeng He Feng Zhu SSL CLL 11 25 0 14 Apr 2021
Famous Companies Use More Letters in Logo:A Large-Scale Analysis of Text Area in Logo Shintaro Nishi T. Kadota S. Uchida 11 1 0 01 Apr 2021
Efficient Large-Scale Face Clustering Using an Online Mixture of Gaussians David Montero N. Aginako Basilio Sierra Marcos Nieto CVBM 21 8 0 31 Mar 2021
Deep adaptive fuzzy clustering for evolutionary unsupervised representation learning Dayu Tan Zheng Huang Xin Peng W. Zhong V. Mahalec 25 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
Self-Supervised Learning in Multi-Task Graphs through Iterative Consensus Shift Emanuela Haller Elena Burceanu Marius Leordeanu SSL 19 2 0 26 Mar 2021
Hierarchical Proxy-based Loss for Deep Metric Learning Zhibo Yang M. Bastan Xinliang Zhu Douglas Gray Dimitris Samaras 16 27 0 25 Mar 2021
$Structure-Aware Face Clustering on a Large-Scale Graph with $\bf{10^{7}}$ Nodes$ Structure-Aware Face Clustering on a Large-Scale Graph with $\bf{10^{7}}$ Nodes Shuai Shen Wanhua Li Zheng Zhu Guan Huang Dalong Du Jiwen Lu Jie Zhou CVBM GNN 10 39 0 24 Mar 2021
VideoMoCo: Contrastive Video Representation Learning with Temporally Adversarial Examples Tian Pan Yibing Song Tianyu Yang Wenhao Jiang Wei Liu 30 222 0 10 Mar 2021
Deep Clustering by Semantic Contrastive Learning Jiabo Huang S. Gong 27 15 0 03 Mar 2021
Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-supervised Learning F. Haghighi M. Taher Zongwei Zhou Michael B. Gotway Jianming Liang MedIm 26 106 0 21 Feb 2021
Self-supervised Pre-training with Hard Examples Improves Visual Representations Chunyuan Li Xiujun Li Lei Zhang Baolin Peng Mingyuan Zhou Jianfeng Gao SSL 22 24 0 25 Dec 2020
Discovering New Intents with Deep Aligned Clustering Hanlei Zhang Hua Xu Ting-En Lin Rui Lv 20 116 0 16 Dec 2020
Effective Label Propagation for Discriminative Semi-Supervised Domain Adaptation Zhiyong Huang Kekai Sheng Weiming Dong Xing Mei Chongyang Ma Feiyue Huang D. Zhou Changsheng Xu 17 7 0 04 Dec 2020
How Well Do Self-Supervised Models Transfer? Linus Ericsson Henry Gouk Timothy M. Hospedales SSL 35 274 0 26 Nov 2020
A Unified Mixture-View Framework for Unsupervised Representation Learning Xiangxiang Chu Xiaohang Zhan Bo-Wen Zhang SSL 17 1 0 26 Nov 2020
SLADE: A Self-Training Framework For Distance Metric Learning Jiali Duan Yen-Liang Lin Son N. Tran Larry S. Davis C.-C. Jay Kuo 19 11 0 20 Nov 2020
Dense Contrastive Learning for Self-Supervised Visual Pre-Training Xinlong Wang Rufeng Zhang Chunhua Shen Tao Kong Lei Li SSL 22 669 0 18 Nov 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 35 628 0 02 Oct 2020
Generalized Clustering and Multi-Manifold Learning with Geometric Structure Preservation Lirong Wu Zicheng Liu Z. Zang Jun-Xiong Xia Siyuan Li Stan. Z Li 17 7 0 21 Sep 2020