Unsupervised Learning by Predicting Noise

18 April 2017

Papers citing "Unsupervised Learning by Predicting Noise"

50 / 123 papers shown

Title
Information-Theoretic Segmentation by Inpainting Error Maximization Pedro H. P. Savarese Sunnie S. Y. Kim Michael Maire G. Shakhnarovich David A. McAllester 91 30 0 14 Dec 2020
Grafit: Learning fine-grained image representations with coarse labels Hugo Touvron Alexandre Sablayrolles Matthijs Douze Matthieu Cord Hervé Jégou SSL 91 68 0 25 Nov 2020
Image Clustering using an Augmented Generative Adversarial Network and Information Maximization Foivos Ntelemis Yaochu Jin S. Thomas GAN 73 13 0 08 Nov 2020
A Survey on Contrastive Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh Debapriya Banerjee F. Makedon SSL 152 1,410 0 31 Oct 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
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
A Unifying Review of Deep and Shallow Anomaly Detection Lukas Ruff Jacob R. Kauffmann Robert A. Vandermeulen G. Montavon Wojciech Samek Marius Kloft Thomas G. Dietterich Klaus-Robert Muller UQCV 135 806 0 24 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
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
ASGN: An Active Semi-supervised Graph Neural Network for Molecular Property Prediction Zhong Hao Chengqiang Lu Zheyuan Hu Hongya Wang Zhenya Huang Qi Liu Enhong Chen Cheekong Lee 132 140 0 07 Jul 2020
Space-Time Correspondence as a Contrastive Random Walk Allan Jabri Andrew Owens Alexei A. Efros SSL OT 130 304 0 25 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 326 4,109 0 17 Jun 2020
Towards Robust Pattern Recognition: A Review Xu-Yao Zhang Cheng-Lin Liu C. Suen OOD HAI 69 110 0 12 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
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere Tongzhou Wang Phillip Isola SSL 182 1,865 0 20 May 2020
Audio-Visual Instance Discrimination with Cross-Modal Agreement Pedro Morgado Nuno Vasconcelos Ishan Misra SSL 89 276 0 27 Apr 2020
Extending and Analyzing Self-Supervised Learning Across Domains Bram Wallace B. Hariharan SSL 43 43 0 24 Apr 2020
Self-Supervised Representation Learning on Document Images Adrian Cosma Mihai Ghidoveanu Michael Panaitescu-Liess Marius Popescu SSL 81 14 0 18 Apr 2020
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 70 139 0 31 Mar 2020
PADS: Policy-Adapted Sampling for Visual Similarity Learning Karsten Roth Timo Milbich Bjorn Ommer 132 49 0 24 Mar 2020
One-Shot Informed Robotic Visual Search in the Wild Karim Koreitem Florian Shkurti Travis Manderson Wei-Di Chang J. A. G. Higuera Gregory Dudek 61 12 0 22 Mar 2020
A Comprehensive Approach to Unsupervised Embedding Learning based on AND Algorithm Sungwon Han Yizhan Xu Sungwon Park M. Cha Cheng-Te Li SSL 35 3 0 26 Feb 2020
Neural Bayes: A Generic Parameterization Method for Unsupervised Representation Learning Devansh Arpit Huan Wang Caiming Xiong R. Socher Yoshua Bengio SSL 44 2 0 20 Feb 2020
Unsupervised pretraining transfers well across languages M. Rivière Armand Joulin Pierre-Emmanuel Mazaré Emmanuel Dupoux SSL VLM 71 209 0 07 Feb 2020
Pruning Convolutional Neural Networks with Self-Supervision Mathilde Caron Ari S. Morcos Piotr Bojanowski Julien Mairal Armand Joulin SSL 3DPC 59 12 0 10 Jan 2020
Discriminative Clustering with Representation Learning with any Ratio of Labeled to Unlabeled Data Corinne Jones Vincent Roulet Zaïd Harchaoui 109 1 0 30 Dec 2019
Unsupervised Curricula for Visual Meta-Reinforcement Learning Allan Jabri Kyle Hsu Benjamin Eysenbach Abhishek Gupta Sergey Levine Chelsea Finn VLM OOD SSL OffRL 68 65 0 09 Dec 2019
ClusterFit: Improving Generalization of Visual Representations Xueting Yan Ishan Misra Abhinav Gupta Deepti Ghadiyaram D. Mahajan SSL VLM 134 133 0 06 Dec 2019
Multi-Modal Deep Clustering: Unsupervised Partitioning of Images Guy Shiran D. Weinshall 48 17 0 05 Dec 2019
Rethinking deep active learning: Using unlabeled data at model training Oriane Siméoni Mateusz Budnik Yannis Avrithis G. Gravier HAI 101 79 0 19 Nov 2019
Unsupervised Representation Learning by Discovering Reliable Image Relations Timo Milbich Omair Ghori Ferran Diego Bjorn Ommer OOD SSL 51 9 0 18 Nov 2019
AETv2: AutoEncoding Transformations for Self-Supervised Representation Learning by Minimizing Geodesic Distances in Lie Groups Feng Lin Haohang Xu Houqiang Li H. Xiong Guo-Jun Qi 67 4 0 16 Nov 2019
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 131 778 0 13 Nov 2019
When Does Self-supervision Improve Few-shot Learning? Jong-Chyi Su Subhransu Maji B. Hariharan 98 171 0 08 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 95 96 0 29 Sep 2019
I-SAFE: Instant Suspicious Activity identiFication at the Edge using Fuzzy Decision Making S. Nikouei Yu Chen Alexander J. Aved Erik P. Blasch Timothy R. Faughnan 31 20 0 12 Sep 2019
White-box vs Black-box: Bayes Optimal Strategies for Membership Inference Alexandre Sablayrolles Matthijs Douze Yann Ollivier Cordelia Schmid Hervé Jégou MIACV 88 369 0 29 Aug 2019
Learning Generalized Transformation Equivariant Representations via Autoencoding Transformations Guo-Jun Qi Liheng Zhang Tianlin Li OOD 79 39 0 19 Jun 2019
Boosting Supervision with Self-Supervision for Few-shot Learning Jong-Chyi Su Subhransu Maji B. Hariharan SSL AI4MH 63 19 0 17 Jun 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 196 2,413 0 13 Jun 2019
Scaling and Benchmarking Self-Supervised Visual Representation Learning Priya Goyal D. Mahajan Abhinav Gupta Ishan Misra SSL 102 397 0 03 May 2019
A critical analysis of self-supervision, or what we can learn from a single image Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 85 146 0 30 Apr 2019
Unsupervised Deep Learning by Neighbourhood Discovery Jiabo Huang Qi Dong S. Gong Xiatian Zhu SSL 107 155 0 25 Apr 2019
Deep Comprehensive Correlation Mining for Image Clustering Jianlong Wu Keyu Long Fei Wang Chao Qian Cheng Li Zhouchen Lin H. Zha 67 161 0 15 Apr 2019
Unsupervised Image Matching and Object Discovery as Optimization Huy V. Vo Francis R. Bach Minsu Cho Kai Han Yann LeCun P. Pérez Jean Ponce OCL 113 66 0 05 Apr 2019
Small Data Challenges in Big Data Era: A Survey of Recent Progress on Unsupervised and Semi-Supervised Methods Guo-Jun Qi Jiebo Luo SSL 61 246 0 27 Mar 2019
AVT: Unsupervised Learning of Transformation Equivariant Representations by Autoencoding Variational Transformations Guo-Jun Qi Liheng Zhang Chang Wen Chen Qi Tian DRL 65 42 0 23 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 154 250 0 19 Mar 2019
Unsupervised Tracklet Person Re-Identification Minxian Li Xiatian Zhu S. Gong 85 172 0 01 Mar 2019
Assume, Augment and Learn: Unsupervised Few-Shot Meta-Learning via Random Labels and Data Augmentation Antreas Antoniou Amos Storkey SSL 106 75 0 26 Feb 2019