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Joint Unsupervised Learning of Deep Representations and Image Clusters

13 April 2016

Jianwei Yang

Devi Parikh

Dhruv Batra

SSL

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Papers citing "Joint Unsupervised Learning of Deep Representations and Image Clusters"

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Title
Learning with Difference Attention for Visually Grounded Self-supervised Representations Aishwarya Agarwal Srikrishna Karanam Balaji Vasan Srinivasan 77 1 0 26 Jun 2023
Acoustic Scene Clustering Using Joint Optimization of Deep Embedding Learning and Clustering Iteration Yanxiong Li Mingle Liu Wucheng Wang Yuhan Zhang Qianhua He 127 22 0 09 Jun 2023
Contrastive Representation Disentanglement for Clustering Fei Ding Dan Zhang Yin Yang Venkat Krovi Feng Luo SSL DRL 34 0 0 08 Jun 2023
DMS: Differentiable Mean Shift for Dataset Agnostic Task Specific Clustering Using Side Information Michael A. Hobley V. Prisacariu OOD 67 1 0 29 May 2023
ClusterLLM: Large Language Models as a Guide for Text Clustering Yuwei Zhang Zihan Wang Jingbo Shang 106 60 0 24 May 2023
Label-Efficient Learning in Agriculture: A Comprehensive Review Jiajia Li Dong Chen Xinda Qi Zhao Li Yanbo Huang Daniel Morris Xiaobo Tan 87 38 0 24 May 2023
Know Your Self-supervised Learning: A Survey on Image-based Generative and Discriminative Training Utku Ozbulak Hyun Jung Lee Beril Boga Esla Timothy Anzaku Ho-min Park Arnout Van Messem W. D. Neve J. Vankerschaver DiffM 107 38 0 23 May 2023
EnSiam: Self-Supervised Learning With Ensemble Representations Kai Han Minsik Lee SSL 75 0 0 22 May 2023
Learning Structure Aware Deep Spectral Embedding Hira Yaseen Arif Mahmood 50 4 0 14 May 2023
High-dimensional Clustering onto Hamiltonian Cycle Tianyi Huang Sheng-Hsien Cheng Stan Z. Li Zhengjun Zhang 43 7 0 27 Apr 2023
CEIL: A General Classification-Enhanced Iterative Learning Framework for Text Clustering Mingjun Zhao Ming Wang Yinglong Ma Di Niu Haijiang Wu 34 1 0 20 Apr 2023
DivClust: Controlling Diversity in Deep Clustering Ioannis Maniadis Metaxas Georgios Tzimiropoulos Ioannis Patras 53 19 0 03 Apr 2023
Large-scale Pre-trained Models are Surprisingly Strong in Incremental Novel Class Discovery Mingxuan Liu Subhankar Roy Zhun Zhong N. Sebe Elisa Ricci CLL SSL 86 10 0 28 Mar 2023
Deep Clustering with a Constraint for Topological Invariance based on Symmetric InfoNCE Yuhui Zhang Yuichiro Wada Hiroki Waida Kaito Goto Yusaku Hino Takafumi Kanamori 52 4 0 06 Mar 2023
Contrastive Hierarchical Clustering Michal Znale'zniak P. Rola Patryk Kaszuba Jacek Tabor Marek Śmieja 44 5 0 03 Mar 2023
Novel Class Discovery: an Introduction and Key Concepts Colin Troisemaine V. Lemaire Stéphane Gosselin Alexandre Reiffers-Masson Joachim Flocon-Cholet Sandrine Vaton 102 22 0 22 Feb 2023
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images Wei-Chien Wang Euijoon Ahn Da-wei Feng Jinman Kim MedIm 128 28 0 10 Feb 2023
Density peak clustering using tensor network Xiaoxi Shi Y. Shang 52 1 0 01 Feb 2023
A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends Jie Gui Tuo Chen Jing Zhang Qiong Cao Zhe Sun Haoran Luo Dacheng Tao 228 156 0 13 Jan 2023
Heterogeneous Tri-stream Clustering Network Xiao-Xue Deng Dong Huang Chang-Dong Wang 46 9 0 11 Jan 2023
Learning the Relation between Similarity Loss and Clustering Loss in Self-Supervised Learning Jidong Ge YuXiang Liu Jie Gui Lanting Fang Ming Lin James T. Kwok LiGuo Huang B. Luo SSL 86 5 0 08 Jan 2023
Location-Aware Self-Supervised Transformers for Semantic Segmentation Mathilde Caron N. Houlsby Cordelia Schmid ViT 65 14 0 05 Dec 2022
Simple and Scalable Algorithms for Cluster-Aware Precision Medicine Amanda M. Buch C. Liston L. Grosenick 63 0 0 29 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 96 58 0 15 Nov 2022
C3: Cross-instance guided Contrastive Clustering M. Sadeghi H. Hojjati Narges Armanfard 141 13 0 14 Nov 2022
Deep Unsupervised Key Frame Extraction for Efficient Video Classification Hao Tang L. Ding Songsong Wu Bin Ren N. Sebe Paolo Rota 46 31 0 12 Nov 2022
Unsupervised Visual Representation Learning via Mutual Information Regularized Assignment Dong Lee Sung-Ik Choi Hyunwoo J. Kim Sae-Young Chung SSL 92 7 0 04 Nov 2022
Beyond Instance Discrimination: Relation-aware Contrastive Self-supervised Learning Yifei Zhang Chang-rui Liu Yu Zhou Weiping Wang QiXiang Ye Xiangyang Ji SSL ISeg BDL 81 7 0 02 Nov 2022
Twin Contrastive Learning for Online Clustering Yunfan Li Mouxing Yang Dezhong Peng Taihao Li Jian-Tao Huang Xiaocui Peng 64 111 0 21 Oct 2022
Generalised Mutual Information for Discriminative Clustering Louis Ohl Pierre-Alexandre Mattei C. Bouveyron Warith Harchaoui Mickael Leclercq Arnaud Droit F. Precioso 40 6 0 12 Oct 2022
Deep Clustering: A Comprehensive Survey Yazhou Ren Jingyu Pu Zhimeng Yang Jie Xu Guofeng Li X. Pu Philip S. Yu Lifang He HAI 104 112 0 09 Oct 2022
Unsupervised Opinion Summarization Using Approximate Geodesics Somnath Basu Roy Chowdhury Nicholas Monath Kumar Avinava Dubey Amr Ahmed Snigdha Chaturvedi 59 7 0 15 Sep 2022
Improving Self-Supervised Learning by Characterizing Idealized Representations Yann Dubois Tatsunori Hashimoto Stefano Ermon Percy Liang SSL 165 43 0 13 Sep 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 157 119 0 24 Aug 2022
Semantic-Enhanced Image Clustering Shao-Qian Cai Li-qing Qiu Xiaojun Chen Qin Zhang Long Chen VLM 62 15 0 21 Aug 2022
Learning to Structure an Image with Few Colors and Beyond Yunzhong Hou Liang Zheng Stephen Gould MQ 62 1 0 17 Aug 2022
GOCA: Guided Online Cluster Assignment for Self-Supervised Video Representation Learning Huseyin Coskun Alireza Zareian Joshua L. Moore F. Tombari Chen Wang SSL 98 3 0 20 Jul 2022
Tailoring Self-Supervision for Supervised Learning WonJun Moon Ji-Hwan Kim Jae-Pil Heo SSL 55 10 0 20 Jul 2022
Deep Image Clustering with Contrastive Learning and Multi-scale Graph Convolutional Networks Yuan Xu Dong Huang Changdong Wang Jianhuang Lai SSL 90 20 0 14 Jul 2022
Bootstrapped Masked Autoencoders for Vision BERT Pretraining Xiaoyi Dong Jianmin Bao Ting Zhang Dongdong Chen Weiming Zhang Lu Yuan Dong Chen Fang Wen Nenghai Yu 89 78 0 14 Jul 2022
OpenLDN: Learning to Discover Novel Classes for Open-World Semi-Supervised Learning Mamshad Nayeem Rizve Navid Kardan Salman Khan Fahad Shahbaz Khan M. Shah 112 51 0 05 Jul 2022
A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and Future Directions Sheng Zhou Hongjia Xu Zhuonan Zheng Jiawei Chen Zhao Li Jiajun Bu Jia Wu Xin Eric Wang Wenwu Zhu Martin Ester 99 103 0 15 Jun 2022
Federated Momentum Contrastive Clustering Runxuan Miao Erdem Koyuncu FedML 59 14 0 10 Jun 2022
Unsupervised Deep Discriminant Analysis Based Clustering Jinyu Cai Wenzhong Guo Jicong Fan 66 5 0 09 Jun 2022
Online Deep Clustering with Video Track Consistency Alessandra Alfani Federico Becattini Lorenzo Seidenari A. Bimbo 35 0 0 07 Jun 2022
Strongly Augmented Contrastive Clustering Xiao-Xue Deng Dong Huang Dingfan Chen Changdong Wang Jianhuang Lai 35 61 0 01 Jun 2022
DeepCluE: Enhanced Image Clustering via Multi-layer Ensembles in Deep Neural Networks Dong Huang Ding Chen Xiang Chen Changdong Wang Jianhuang Lai 66 4 0 01 Jun 2022
HIRL: A General Framework for Hierarchical Image Representation Learning Minghao Xu Yuanfan Guo Xuanyu Zhu Jiawen Li Zhenbang Sun Jiangtao Tang Yi Xu Bingbing Ni SSL 32 3 0 26 May 2022
Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering Ekdeep Singh Lubana Chi Ian Tang F. Kawsar Robert P. Dick Akhil Mathur FedML 75 54 0 23 May 2022
A High-Accuracy Unsupervised Person Re-identification Method Using Auxiliary Information Mined from Datasets Hehan Teng Tao He Yuchen Guo Guiguang Ding 54 3 0 06 May 2022