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Joint Unsupervised Learning of Deep Representations and Image Clusters

13 April 2016

Jianwei Yang

Devi Parikh

Dhruv Batra

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

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Title
Leverage Your Local and Global Representations: A New Self-Supervised Learning Strategy Tong Zhang Congpei Qiu Wei Ke Sabine Süsstrunk Mathieu Salzmann SSL 108 39 0 31 Mar 2022
Iterative, Deep Synthetic Aperture Sonar Image Segmentation Yun Sun Isaac D. Gerg V. Monga 33 11 0 28 Mar 2022
Contrastive learning of Class-agnostic Activation Map for Weakly Supervised Object Localization and Semantic Segmentation Jinheng Xie Jianfeng Xiang Junliang Chen Xianxu Hou Xiaodong Zhao Linlin Shen VLM WSOL 146 19 0 25 Mar 2022
Self-supervised Video-centralised Transformer for Video Face Clustering Yujiang Wang Mingzhi Dong Jie Shen Yi-Si Luo Yiming Lin Pingchuan Ma Stavros Petridis Maja Pantic ViT 69 3 0 24 Mar 2022
Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation Ruihuang Li Shuai Li Chenhang He Yabin Zhang Xu Jia Lei Zhang 90 84 0 18 Mar 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 126 111 0 16 Feb 2022
Context Autoencoder for Self-Supervised Representation Learning Xiaokang Chen Mingyu Ding Xiaodi Wang Ying Xin Shentong Mo Yunhao Wang Shumin Han Ping Luo Gang Zeng Jingdong Wang SSL 157 400 0 07 Feb 2022
HCSC: Hierarchical Contrastive Selective Coding Yuanfan Guo Minghao Xu Jiawen Li Bingbing Ni Xuanyu Zhu Zhenbang Sun Yi Tian Xu 73 73 0 01 Feb 2022
Deep clustering with fusion autoencoder Shuai Chang DRL 21 0 0 11 Jan 2022
Cluster-guided Image Synthesis with Unconditional Models Markos Georgopoulos James Oldfield Grigorios G. Chrysos Yannis Panagakis GAN 77 6 0 24 Dec 2021
Anomaly Clustering: Grouping Images into Coherent Clusters of Anomaly Types Kihyuk Sohn Jinsung Yoon Chun-Liang Li Chen-Yu Lee Tomas Pfister 58 18 0 21 Dec 2021
Are Large-scale Datasets Necessary for Self-Supervised Pre-training? Alaaeldin El-Nouby Gautier Izacard Hugo Touvron Ivan Laptev Hervé Jégou Edouard Grave SSL 101 152 0 20 Dec 2021
Boosting Contrastive Learning with Relation Knowledge Distillation Kai Zheng Yuanjiang Wang Ye Yuan SSL 50 13 0 08 Dec 2021
Top-Down Deep Clustering with Multi-generator GANs Daniel de Mello Renato M. Assunção Fabricio Murai 79 17 0 06 Dec 2021
AnchorGAE: General Data Clustering via $O(n)$ Bipartite Graph Convolution Hongyuan Zhang Jiankun Shi Rui Zhang Xuelong Li GNN 101 1 0 12 Nov 2021
A Survey of Self-Supervised and Few-Shot Object Detection Gabriel Huang I. Laradji David Vazquez Simon Lacoste-Julien Pau Rodríguez López ObjD 106 80 0 27 Oct 2021
Self-Supervised Learning by Estimating Twin Class Distributions Feng Wang Tao Kong Rufeng Zhang Huaping Liu Hang Li SSL 98 19 0 14 Oct 2021
Learning a Self-Expressive Network for Subspace Clustering Shangzhi Zhang Chong You René Vidal Chun-Guang Li 96 44 0 08 Oct 2021
DeepMCAT: Large-Scale Deep Clustering for Medical Image Categorization Turkay Kart Wenjia Bai Ben Glocker Daniel Rueckert 81 11 0 30 Sep 2021
Deep Embedded K-Means Clustering We Guo Kaiyan Lin Wei Ye DRL 25 26 0 30 Sep 2021
Cluster Analysis with Deep Embeddings and Contrastive Learning Ramakrishnan Sundareswaran Jansel Herrera-Gerena John Just Ali Janessari SSL DRL 61 4 0 26 Sep 2021
Deep Variational Clustering Framework for Self-labeling of Large-scale Medical Images Farzin Soleymani M. Eslami T. Elze B. Bischl Mina Rezaei 46 5 0 22 Sep 2021
Self-Supervised Metric Learning With Graph Clustering For Speaker Diarization Prachi Singh Sriram Ganapathy SSL 57 7 0 14 Sep 2021
TEXTOIR: An Integrated and Visualized Platform for Text Open Intent Recognition Hanlei Zhang Xiaoteng Li Hua Xu Panpan Zhang Kang Zhao Kai Gao 101 35 0 13 Sep 2021
Joint Debiased Representation Learning and Imbalanced Data Clustering Mina Rezaei Emilio Dorigatti David Rügamer Bernd Bischl SSL 73 3 0 11 Sep 2021
Temporal Knowledge Consistency for Unsupervised Visual Representation Learning Wei Feng Yuanjiang Wang Lihua Ma Ye Yuan Chi Zhang SSL 55 13 0 24 Aug 2021
MOTSynth: How Can Synthetic Data Help Pedestrian Detection and Tracking? Matteo Fabbri Guillem Brasó Gianluca Maugeri Orcun Cetintas Riccardo Gasparini Aljosa Osep Simone Calderara Laura Leal-Taixe Rita Cucchiara ViT 118 109 0 21 Aug 2021
Investigating a Baseline Of Self Supervised Learning Towards Reducing Labeling Costs For Image Classification Hilal AlQuabeh Ameera Bawazeer Abdulateef Alhashmi SSL 23 3 0 17 Aug 2021
Clustering augmented Self-Supervised Learning: Anapplication to Land Cover Mapping Rahul Ghosh X. Jia Chenxi Lin Zhenong Jin Vipin Kumar SSL 41 9 0 16 Aug 2021
Improving ClusterGAN Using Self-Augmented Information Maximization of Disentangling Latent Spaces T. Dam S. Anavatti H. Abbass 53 6 0 27 Jul 2021
Clustering by Maximizing Mutual Information Across Views Kien Do T. Tran Svetha Venkatesh VLM SSL 53 37 0 24 Jul 2021
Selective Pseudo-label Clustering Louis Mahon Thomas Lukasiewicz 57 15 0 22 Jul 2021
Clustering-Based Representation Learning through Output Translation and Its Application to Remote--Sensing Images Qing Li Bin Li J. Garibaldi Guoping Qiu SSL 50 4 0 13 Jul 2021
Geographical Knowledge-driven Representation Learning for Remote Sensing Images Wenyuan Li Keyan Chen Hao Chen Zhenwei Shi SSL 86 69 0 12 Jul 2021
Deep Fiber Clustering: Anatomically Informed Unsupervised Deep Learning for Fast and Effective White Matter Parcellation Yuqian Chen Chaoyi Zhang Yang Song N. Makris Yogesh Rathi Weidong (Tom) Cai Fan Zhang L. O’Donnell 74 24 0 11 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 26 2 0 08 Jul 2021
Introducing the structural bases of typicality effects in deep learning Omar Vidal Pino Erickson R. Nascimento M. Campos 26 1 0 07 Jul 2021
Neural Mixture Models with Expectation-Maximization for End-to-end Deep Clustering Dumindu Tissera Kasun Vithanage Rukshan Wijesinghe A. Xavier Sanath Jayasena Subha Fernando Ranga Rodrigo FedML 26 4 0 06 Jul 2021
fMBN-E: Efficient Unsupervised Network Structure Ensemble and Selection for Clustering Xiao-Lei Zhang 25 0 0 05 Jul 2021
Unsupervised Image Segmentation by Mutual Information Maximization and Adversarial Regularization S. E. Mirsadeghi Ali Royat H. Rezatofighi 61 32 0 01 Jul 2021
AutoNovel: Automatically Discovering and Learning Novel Visual Categories Kai Han Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Andrea Vedaldi Andrew Zisserman SSL 80 132 0 29 Jun 2021
SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption Dara Bahri Heinrich Jiang Yi Tay Donald Metzler SSL 74 177 0 29 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 108 214 0 17 Jun 2021
AugNet: End-to-End Unsupervised Visual Representation Learning with Image Augmentation Mingxiang Chen Z. Chang Hao Lu Bitao Yang Zhuang Li Liufang Guo Zhecheng Wang SSL 15 10 0 11 Jun 2021
Learning the Precise Feature for Cluster Assignment Yanhai Gan Xinghui Dong Huiyu Zhou Feng Gao Junyu Dong 79 5 0 11 Jun 2021
Separating Boundary Points via Structural Regularization for Very Compact Clusters Xin Ma Won Hwa Kim 19 0 0 09 Jun 2021
I Don't Need u: Identifiable Non-Linear ICA Without Side Information M. Willetts Brooks Paige CML OOD 59 25 0 09 Jun 2021
Self-supervised Graph-level Representation Learning with Local and Global Structure Minghao Xu Hang Wang Bingbing Ni Hongyu Guo Jian Tang SSL 73 212 0 08 Jun 2021
Incremental False Negative Detection for Contrastive Learning Tsai-Shien Chen Wei-Chih Hung Hung-Yu Tseng Shao-Yi Chien Ming-Hsuan Yang SSL CLL 87 62 0 07 Jun 2021
You Never Cluster Alone Yuming Shen Ziyi Shen Menghan Wang Jie Qin Philip Torr Ling Shao SSL 98 45 0 03 Jun 2021