Deep Clustering for Unsupervised Learning of Visual Features

15 July 2018

Papers citing "Deep Clustering for Unsupervised Learning of Visual Features"

50 / 404 papers shown

Title
Are we done with ImageNet? Lucas Beyer Olivier J. Hénaff Alexander Kolesnikov Xiaohua Zhai Aaron van den Oord VLM 19 397 0 12 Jun 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 87 956 0 11 May 2020
MorphoCluster: Efficient Annotation of Plankton images by Clustering Simon-Martin Schroder R. Kiko Reinhard Koch 43 46 0 04 May 2020
Does Visual Self-Supervision Improve Learning of Speech Representations for Emotion Recognition? Abhinav Shukla Stavros Petridis Maja Pantic SSL 35 28 0 04 May 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 20 261 0 19 Apr 2020
Are we pretraining it right? Digging deeper into visio-linguistic pretraining Amanpreet Singh Vedanuj Goswami Devi Parikh VLM 46 48 0 19 Apr 2020
SelfORE: Self-supervised Relational Feature Learning for Open Relation Extraction Xuming Hu Chenwei Zhang Yusong Xu Lijie Wen Philip S. Yu SSL 29 84 0 06 Apr 2020
Clustering based Contrastive Learning for Improving Face Representations Vivek Sharma Makarand Tapaswi M. Sarfraz Rainer Stiefelhagen CVBM SSL 29 46 0 05 Apr 2020
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 25 136 0 31 Mar 2020
Label-Efficient Learning on Point Clouds using Approximate Convex Decompositions Matheus Gadelha Aruni RoyChowdhury Gopal Sharma E. Kalogerakis Liangliang Cao Erik Learned-Miller Rui Wang Subhransu Maji 3DPC 31 45 0 30 Mar 2020
Unsupervised Domain Adaptation via Structurally Regularized Deep Clustering Hui Tang Ke Chen Kui Jia CML OOD 19 269 0 19 Mar 2020
Scan2Plan: Efficient Floorplan Generation from 3D Scans of Indoor Scenes Ameya Phalak Vijay Badrinarayanan Andrew Rabinovich 3DPC 30 14 0 16 Mar 2020
Un-Mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning Zhiqiang Shen Zechun Liu Zhuang Liu Marios Savvides Trevor Darrell Eric P. Xing OCL SSL 32 103 0 11 Mar 2020
DROCC: Deep Robust One-Class Classification Sachin Goyal Aditi Raghunathan Moksh Jain H. Simhadri Prateek Jain VLM 28 161 0 28 Feb 2020
Affinity guided Geometric Semi-Supervised Metric Learning U. Dutta Mehrtash Harandi C. Sekhar 22 2 0 27 Feb 2020
GATCluster: Self-Supervised Gaussian-Attention Network for Image Clustering Chuang Niu Jun Zhang Ge Wang Jimin Liang SSL 27 70 0 27 Feb 2020
Evolving Losses for Unsupervised Video Representation Learning A. Piergiovanni A. Angelova Michael S. Ryoo SSL 27 138 0 26 Feb 2020
Memory-Based Graph Networks Amir Hosein Khas Ahmadi Kaveh Hassani Parsa Moradi Leo Lee Q. Morris GNN 31 90 0 21 Feb 2020
Automatic Shortcut Removal for Self-Supervised Representation Learning Matthias Minderer Olivier Bachem N. Houlsby Michael Tschannen SSL 15 73 0 20 Feb 2020
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation Jian Liang Dapeng Hu Jiashi Feng 50 1,210 0 20 Feb 2020
Semi-Supervised Class Discovery Jeremy Nixon J. Liu David Berthelot 20 2 0 10 Feb 2020
Deep Self-Supervised Representation Learning for Free-Hand Sketch Peng Xu Zeyu Song Qiyue Yin Yi-Zhe Song Liang Wang SSL 35 41 0 03 Feb 2020
Deep Image Translation with an Affinity-Based Change Prior for Unsupervised Multimodal Change Detection L. Luppino Michael C. Kampffmeyer F. Bianchi G. Moser S. Serpico Robert Jenssen S. N. Anfinsen 27 102 0 13 Jan 2020
HoMM: Higher-order Moment Matching for Unsupervised Domain Adaptation Chao Chen Zhihang Fu Zhihong Chen Sheng Jin Zhaowei Cheng Xinyu Jin Xiansheng Hua 22 196 0 27 Dec 2019
Graph Embedded Pose Clustering for Anomaly Detection Amir Markovitz Gilad Sharir Itamar Friedman Lihi Zelnik-Manor S. Avidan 3DH 27 167 0 26 Dec 2019
ClusterFit: Improving Generalization of Visual Representations Xueting Yan Ishan Misra Abhinav Gupta Deepti Ghadiyaram D. Mahajan SSL VLM 27 132 0 06 Dec 2019
Self-Supervised Learning of Video-Induced Visual Invariances Michael Tschannen Josip Djolonga Marvin Ritter Aravindh Mahendran Xiaohua Zhai N. Houlsby Sylvain Gelly Mario Lucic SSL 18 61 0 05 Dec 2019
Self-Supervised Learning by Cross-Modal Audio-Video Clustering Humam Alwassel D. Mahajan Bruno Korbar Lorenzo Torresani Guohao Li Du Tran SSL 42 428 0 28 Nov 2019
Rethinking deep active learning: Using unlabeled data at model training Oriane Siméoni Mateusz Budnik Yannis Avrithis G. Gravier HAI 30 79 0 19 Nov 2019
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 48 762 0 13 Nov 2019
Unsupervised Multi-Task Feature Learning on Point Clouds Kaveh Hassani Mike Haley SSL 3DPC 117 194 0 18 Oct 2019
PAC-Bayesian Contrastive Unsupervised Representation Learning Kento Nozawa Pascal Germain Benjamin Guedj SSL BDL 15 26 0 10 Oct 2019
Test-Time Training with Self-Supervision for Generalization under Distribution Shifts Yu Sun Xiaolong Wang Zhuang Liu John Miller Alexei A. Efros Moritz Hardt TTA OOD 27 92 0 29 Sep 2019
Adversarial Deep Embedded Clustering: on a better trade-off between Feature Randomness and Feature Drift Nairouz Mrabah Mohamed Bouguessa Riadh Ksantini OOD 24 53 0 26 Sep 2019
Fine-Grained Segmentation Networks: Self-Supervised Segmentation for Improved Long-Term Visual Localization Maans Larsson Erik Stenborg Carl Toft Lars Hammarstrand Torsten Sattler Fredrik Kahl SSeg 28 69 0 18 Aug 2019
Unsupervised State Representation Learning in Atari Ankesh Anand Evan Racah Sherjil Ozair Yoshua Bengio Marc-Alexandre Côté R. Devon Hjelm SSL 44 254 0 19 Jun 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 100 2,372 0 13 Jun 2019
Unsupervised Feature Learning with K-means and An Ensemble of Deep Convolutional Neural Networks for Medical Image Classification Euijoon Ahn Ashnil Kumar Dagan Feng M. Fulham Jinman Kim SSL OOD 21 23 0 07 Jun 2019
Data-Efficient Image Recognition with Contrastive Predictive Coding Olivier J. Hénaff A. Srinivas J. Fauw Ali Razavi Carl Doersch S. M. Ali Eslami Aaron van den Oord SSL 58 1,417 0 22 May 2019
Deep Discriminative Clustering Analysis Jianlong Chang Yiwen Guo Lingfeng Wang Gaofeng Meng Shiming Xiang Chunhong Pan 41 49 0 05 May 2019
Unsupervised Deep Learning by Neighbourhood Discovery Jiabo Huang Qi Dong S. Gong Xiatian Zhu SSL 27 152 0 25 Apr 2019
Unsupervised Embedding Learning via Invariant and Spreading Instance Feature Mang Ye Xu-Yao Zhang PongChi Yuen Shih-Fu Chang SSL 30 578 0 06 Apr 2019
Learning Implicit Generative Models by Matching Perceptual Features Cicero Nogueira dos Santos Youssef Mroueh Inkit Padhi Pierre Dognin GAN 43 28 0 04 Apr 2019
Local Aggregation for Unsupervised Learning of Visual Embeddings Chengxu Zhuang Alex Zhai Daniel L. K. Yamins SSL 44 444 0 29 Mar 2019
Cross-task weakly supervised learning from instructional videos Dimitri Zhukov Jean-Baptiste Alayrac R. G. Cinbis David Fouhey Ivan Laptev Josef Sivic SSL 25 243 0 19 Mar 2019
Multi-Stage Self-Supervised Learning for Graph Convolutional Networks on Graphs with Few Labels Ke Sun Zhouchen Lin Zhanxing Zhu SSL 51 272 0 28 Feb 2019
Assume, Augment and Learn: Unsupervised Few-Shot Meta-Learning via Random Labels and Data Augmentation Antreas Antoniou Amos Storkey SSL 37 74 0 26 Feb 2019
AET vs. AED: Unsupervised Representation Learning by Auto-Encoding Transformations rather than Data Liheng Zhang Guo-Jun Qi Liqiang Wang Jiebo Luo 14 202 0 14 Jan 2019
Probabilistic Attribute Tree in Convolutional Neural Networks for Facial Expression Recognition Jie Cai Zibo Meng Ahmed-Shehab Khan Zhiyuan Li James O'Reilly Yan Tong CVBM 16 20 0 17 Dec 2018
Neural Rejuvenation: Improving Deep Network Training by Enhancing Computational Resource Utilization Siyuan Qiao Zhe Lin Jianming Zhang Alan Yuille 19 23 0 02 Dec 2018