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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
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
Quantifying Learnability and Describability of Visual Concepts Emerging in Representation Learning Iro Laina Ruth C. Fong Andrea Vedaldi OCL 78 13 0 27 Oct 2020
Deep Clustering of Text Representations for Supervision-free Probing of Syntax Vikram Gupta Haoyue Shi Kevin Gimpel Mrinmaya Sachan 87 9 0 24 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
Multi-level Feature Learning on Embedding Layer of Convolutional Autoencoders and Deep Inverse Feature Learning for Image Clustering B. Ghazanfari Fatemeh Afghah 31 3 0 05 Oct 2020
From Time Series to Euclidean Spaces: On Spatial Transformations for Temporal Clustering Nuno Mota Goncalves I. Giurgiu Anika Schumann AI4TS 15 0 0 02 Oct 2020
Contrastive Clustering Yunfan Li Peng Hu Zitao Liu Dezhong Peng Qiufeng Wang Xi Peng 76 635 0 21 Sep 2020
Generalized Clustering and Multi-Manifold Learning with Geometric Structure Preservation Lirong Wu Zicheng Liu Z. Zang Jun Xia Siyuan Li Stan. Z Li 62 8 0 21 Sep 2020
SA-Net: A deep spectral analysis network for image clustering Jinghua Wang Jianmin Jiang 45 13 0 11 Sep 2020
Spectral Analysis Network for Deep Representation Learning and Image Clustering Jinghua Wang A. Hilton Jianmin Jiang SSL 16 6 0 11 Sep 2020
An unsupervised deep learning framework via integrated optimization of representation learning and GMM-based modeling Jinghua Wang Jianmin Jiang SSL 59 12 0 11 Sep 2020
Learning Inter- and Intra-manifolds for Matrix Factorization-based Multi-Aspect Data Clustering Khanh Luong R. Nayak 20 18 0 07 Sep 2020
Gradient-based Competitive Learning: Theory G. Cirrincione Pietro Barbiero Gabriele Ciravegna V. Randazzo SSL 8 1 0 06 Sep 2020
Delving into Inter-Image Invariance for Unsupervised Visual Representations Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL VLM 76 59 0 26 Aug 2020
Active Class Incremental Learning for Imbalanced Datasets Eden Belouadah Adrian Daniel Popescu Umang Aggarwal Léo Saci CLL 59 12 0 25 Aug 2020
MPCC: Matching Priors and Conditionals for Clustering N. Astorga P. Huijse P. Protopapas P. Estévez 21 2 0 21 Aug 2020
Topological Gradient-based Competitive Learning Pietro Barbiero Gabriele Ciravegna V. Randazzo G. Cirrincione 16 2 0 21 Aug 2020
Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination Xudong Wang Ziwei Liu Stella X. Yu SSL 72 76 0 09 Aug 2020
Deep Robust Clustering by Contrastive Learning Huasong Zhong C. L. Philip Chen Zhongming Jin Xiansheng Hua OOD 64 64 0 07 Aug 2020
Towards Deep Clustering of Human Activities from Wearables Alireza Abedin F. Motlagh Javen Qinfeng Shi S. Hamid Rezatofighi Damith C. Ranasinghe HAI 122 21 0 02 Aug 2020
Self-supervised Learning of Point Clouds via Orientation Estimation Omid Poursaeed Tianxing Jiang Quintessa Qiao N. Xu Vladimir G. Kim 3DPC SSL 91 119 0 01 Aug 2020
Deep Image Clustering with Category-Style Representation Junjie Zhao Donghuan Lu Kai Ma Yu Zhang Yefeng Zheng 51 31 0 20 Jul 2020
Meta-learning with Latent Space Clustering in Generative Adversarial Network for Speaker Diarization Monisankha Pal Manoj Kumar Raghuveer Peri Tae Jin Park So Hyun Kim C. Lord Somer Bishop Shrikanth Narayanan 128 20 0 19 Jul 2020
MIXÉM: Unsupervised Image Classification using a Mixture of Embeddings Ali Varamesh Tinne Tuytelaars VLM 54 4 0 18 Jul 2020
AutoEmbedder: A semi-supervised DNN embedding system for clustering Abu Quwsar Ohi M. F. Mridha Farisa Benta Safir Md. Abdul Hamid M. Monowar SSL 36 40 0 11 Jul 2020
Progressive Cluster Purification for Unsupervised Feature Learning Yifei Zhang Chang-rui Liu Yu Zhou Wei Wang Weiping Wang QiXiang Ye 69 13 0 06 Jul 2020
Deep Learning for Anomaly Detection: A Review Guansong Pang Chunhua Shen LongBing Cao Anton Van Den Hengel 198 939 0 06 Jul 2020
Labelling unlabelled videos from scratch with multi-modal self-supervision Yuki M. Asano Mandela Patrick Christian Rupprecht Andrea Vedaldi SSL 119 3 0 24 Jun 2020
Exploiting Contextual Information with Deep Neural Networks Ismail Elezi 50 3 0 21 Jun 2020
Unsupervised Image Classification for Deep Representation Learning Weijie Chen Shiliang Pu Di Xie Shicai Yang Yilu Guo Luojun Lin SSL VLM 70 14 0 20 Jun 2020
Deep Transformation-Invariant Clustering Tom Monnier Thibault Groueix Mathieu Aubry OOD 3DH 81 34 0 19 Jun 2020
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
LSD-C: Linearly Separable Deep Clusters Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Kai Han Andrea Vedaldi Andrew Zisserman 64 24 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 324 4,107 0 17 Jun 2020
Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction Yaodong Yu Kwan Ho Ryan Chan Chong You Chaobing Song Yi-An Ma SSL 93 197 0 15 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
Dissimilarity Mixture Autoencoder for Deep Clustering Juan S. Lara Fabio A. González 76 5 0 15 Jun 2020
Towards Robust Pattern Recognition: A Review Xu-Yao Zhang Cheng-Lin Liu C. Suen OOD HAI 69 110 0 12 Jun 2020
Interpretable Visualizations with Differentiating Embedding Networks Isaac Robinson DRL 30 3 0 11 Jun 2020
SCAN: Learning to Classify Images without Labels Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Marc Proesmans Luc Van Gool VLM SSL 115 540 0 25 May 2020
GroupFace: Learning Latent Groups and Constructing Group-based Representations for Face Recognition Y. Kim Wonpyo Park Myung-Cheol Roh Jongju Shin CVBM 101 88 0 21 May 2020
Simple, Scalable, and Stable Variational Deep Clustering Le-le Cao S. Asadi Wenfei Zhu Christian Schmidli Michael Sjöberg DRL 52 13 0 16 May 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 141 979 0 11 May 2020
Variational Clustering: Leveraging Variational Autoencoders for Image Clustering V. Prasad Dipanjan Das Brojeshwar Bhowmick SSL DRL 44 27 0 10 May 2020
MorphoCluster: Efficient Annotation of Plankton images by Clustering Simon-Martin Schroder R. Kiko Reinhard Koch 106 46 0 04 May 2020
Generative Adversarial Data Programming Arghya Pal V. Balasubramanian VLM GAN 16 5 0 30 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
Clustering based Contrastive Learning for Improving Face Representations Vivek Sharma Makarand Tapaswi M. Sarfraz Rainer Stiefelhagen CVBM SSL 80 46 0 05 Apr 2020
Learning Memory-guided Normality for Anomaly Detection Hyunjong Park Jongyoun Noh Bumsub Ham 71 644 0 30 Mar 2020
DHOG: Deep Hierarchical Object Grouping L. N. Darlow Amos Storkey 55 7 0 13 Mar 2020