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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
On minimizers and convolutional filters: theoretical connections and applications to genome analysis YunLong Yu 39 1 0 09 Nov 2021
Hybrid BYOL-ViT: Efficient approach to deal with small datasets Safwen Naimi Rien van Leeuwen W. Souidène S. B. Saoud SSL ViT 36 2 0 08 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 123 9 0 27 Oct 2021
Constrained Mean Shift for Representation Learning Ajinkya Tejankar Soroush Abbasi Koohpayegani Hamed Pirsiavash SSL 49 0 0 19 Oct 2021
Learning Rich Nearest Neighbor Representations from Self-supervised Ensembles Bram Wallace Devansh Arpit Huan Wang Caiming Xiong SSL OOD 54 0 0 19 Oct 2021
Self-Supervised Representation Learning: Introduction, Advances and Challenges Linus Ericsson Henry Gouk Chen Change Loy Timothy M. Hospedales SSL OOD AI4TS 88 279 0 18 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
Exploring Wav2vec 2.0 fine-tuning for improved speech emotion recognition Li-Wei Chen Alexander I. Rudnicky VLM 96 130 0 12 Oct 2021
Rethinking Supervised Pre-training for Better Downstream Transferring Yutong Feng Jianwen Jiang Mingqian Tang Rong Jin Yue Gao SSL 140 41 0 12 Oct 2021
Revitalizing CNN Attentions via Transformers in Self-Supervised Visual Representation Learning Chongjian Ge Youwei Liang Yibing Song Jianbo Jiao Jue Wang Ping Luo ViT 74 35 0 11 Oct 2021
Weakly Supervised Contrastive Learning Mingkai Zheng Fei Wang Shan You Chao Qian Changshui Zhang Xiaogang Wang Chang Xu SSL 86 125 0 10 Oct 2021
Git: Clustering Based on Graph of Intensity Topology Zhangyang Gao Haitao Lin Cheng Tan Lirong Wu Stan. Z Li 57 7 0 04 Oct 2021
Domain-Specific Bias Filtering for Single Labeled Domain Generalization Junkun Yuan Xu Ma Defang Chen Kun Kuang Leilei Gan Lanfen Lin 106 24 0 02 Oct 2021
PASS: An ImageNet replacement for self-supervised pretraining without humans Yuki M. Asano Christian Rupprecht Andrew Zisserman Andrea Vedaldi VLM SSL 100 58 0 27 Sep 2021
Cluster Analysis with Deep Embeddings and Contrastive Learning Ramakrishnan Sundareswaran Jansel Herrera-Gerena John Just Ali Janessari SSL DRL 57 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
DS-Net++: Dynamic Weight Slicing for Efficient Inference in CNNs and Transformers Changlin Li Guangrun Wang Bing Wang Xiaodan Liang Zhihui Li Xiaojun Chang 93 9 0 21 Sep 2021
Unsupervised Abstract Reasoning for Raven's Problem Matrices Tao Zhuo Qian Huang Mohan S. Kankanhalli LRM 161 23 0 21 Sep 2021
Unsupervised Continual Learning in Streaming Environments Andri Ashfahani Mahardhika Pratama 49 21 0 20 Sep 2021
CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation Tongkun Xu Weihua Chen Pichao Wang Fan Wang Hao Li Rong Jin ViT 151 221 0 13 Sep 2021
MultiSiam: Self-supervised Multi-instance Siamese Representation Learning for Autonomous Driving Kai Chen Lanqing Hong Hang Xu Zhenguo Li Dit-Yan Yeung SSL 62 57 0 27 Aug 2021
Auxiliary Task Update Decomposition: The Good, The Bad and The Neutral Lucio Dery Yann N. Dauphin David Grangier MoMe 71 29 0 25 Aug 2021
Learning From Long-Tailed Data With Noisy Labels Shyamgopal Karthik Jérôme Revaud Boris Chidlovskii SSL NoLa 69 27 0 25 Aug 2021
Graph Neural Networks: Methods, Applications, and Opportunities Lilapati Waikhom Ripon Patgiri GNN 95 42 0 24 Aug 2021
How Transferable Are Self-supervised Features in Medical Image Classification Tasks? T. Truong Sadegh Mohammadi Matthias Lenga 79 45 0 23 Aug 2021
Unsupervised Local Discrimination for Medical Images Huai Chen Renzhen Wang Xiuying Wang Jieyu Li Qu Fang Hui Li Jianhao Bai Qing Peng Deyu Meng Lisheng Wang SSL 47 7 0 21 Aug 2021
SemiFed: Semi-supervised Federated Learning with Consistency and Pseudo-Labeling Haowen Lin Jian Lou Li Xiong Cyrus Shahabi FedML 67 58 0 21 Aug 2021
More for Less: Non-Intrusive Speech Quality Assessment with Limited Annotations Alessandro Ragano Emmanouil Benetos Andrew Hines 80 15 0 19 Aug 2021
Self-Supervised Visual Representations Learning by Contrastive Mask Prediction Yucheng Zhao Guangting Wang Chong Luo Wenjun Zeng Zhengjun Zha ISeg SSL 86 46 0 18 Aug 2021
MVCNet: Multiview Contrastive Network for Unsupervised Representation Learning for 3D CT Lesions Penghua Zhai Huaiwei Cong Gangming Zhao Chaowei Fang Jinpeng Li Ting Cai Huiguang He 65 10 0 17 Aug 2021
A Low Rank Promoting Prior for Unsupervised Contrastive Learning Yu Wang Jingyang Lin Qi Cai Yingwei Pan Ting Yao Hongyang Chao Tao Mei SSL 88 16 0 05 Aug 2021
Enhancing Self-supervised Video Representation Learning via Multi-level Feature Optimization Rui Qian Yuxi Li Huabin Liu John See Shuangrui Ding Xian Liu Dian Li Weiyao Lin 82 42 0 04 Aug 2021
On The State of Data In Computer Vision: Human Annotations Remain Indispensable for Developing Deep Learning Models Z. Emam Andrew Kondrich Sasha Harrison Felix Lau Yushi Wang Aerin Kim E. Branson VLM 50 13 0 31 Jul 2021
Nearest Neighborhood-Based Deep Clustering for Source Data-absent Unsupervised Domain Adaptation Song Tang Yan Yang Zhiyuan Ma Norman Hendrich Fanyu Zeng Shiping Ge Changshui Zhang Jianwei Zhang OOD 78 13 0 27 Jul 2021
Exploring Set Similarity for Dense Self-supervised Representation Learning Zhaoqing Wang Qiang Li Guoxin Zhang Pengfei Wan Wen Zheng N. Wang Biwei Huang Tongliang Liu SSL 83 44 0 19 Jul 2021
Rethinking Graph Auto-Encoder Models for Attributed Graph Clustering Nairouz Mrabah Mohamed Bouguessa M. Touati Riadh Ksantini 92 63 0 19 Jul 2021
Level generation and style enhancement -- deep learning for game development overview P. Migdal Bartlomiej Olechno Bla.zej Podgórski GAN VLM 29 4 0 15 Jul 2021
Class Introspection: A Novel Technique for Detecting Unlabeled Subclasses by Leveraging Classifier Explainability Methods Patrick Kage Pavlos Andreadis 37 1 0 04 Jul 2021
A data-centric approach for improving ambiguous labels with combined semi-supervised classification and clustering Lars Schmarje M. Santarossa Simon-Martin Schroder Claudius Zelenka R. Kiko J. Stracke N. Volkmann Reinhard Koch 93 10 0 30 Jun 2021
Bootstrap Representation Learning for Segmentation on Medical Volumes and Sequences Zejian Chen Wei Zhuo Tianfu Wang Wufeng Xue Dong Ni 96 6 0 23 Jun 2021
Prototypical Graph Contrastive Learning Shuai Lin Pan Zhou Zi-Yuan Hu Shuojia Wang Ruihui Zhao Yefeng Zheng Liang Lin Eric Xing Xiaodan Liang 85 88 0 17 Jun 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 304 2,849 0 15 Jun 2021
HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units Wei-Ning Hsu Benjamin Bolte Yao-Hung Hubert Tsai Kushal Lakhotia Ruslan Salakhutdinov Abdel-rahman Mohamed SSL 188 3,009 0 14 Jun 2021
Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Luc Van Gool SSL 136 66 0 10 Jun 2021
What Does Rotation Prediction Tell Us about Classifier Accuracy under Varying Testing Environments? Weijian Deng Stephen Gould Liang Zheng 97 64 0 10 Jun 2021
Automated Self-Supervised Learning for Graphs Wei Jin Xiaorui Liu Xiangyu Zhao Yao Ma Neil Shah Jiliang Tang SSL 134 76 0 10 Jun 2021
DETReg: Unsupervised Pretraining with Region Priors for Object Detection Amir Bar Xin Wang Vadim Kantorov Colorado Reed Roei Herzig Gal Chechik Anna Rohrbach Trevor Darrell Amir Globerson ViT 79 118 0 08 Jun 2021
Contrastive Representation Learning for Hand Shape Estimation Christiane Zimmermann Max Argus Thomas Brox 3DH SSL 88 41 0 08 Jun 2021
Self-supervised Graph-level Representation Learning with Local and Global Structure Minghao Xu Hang Wang Bingbing Ni Hongyu Guo Jian Tang SSL 70 212 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