Semi-Supervised and Unsupervised Deep Visual Learning: A Survey

24 August 2022

Papers citing "Semi-Supervised and Unsupervised Deep Visual Learning: A Survey"

50 / 222 papers shown

Title
Audio-Visual Instance Discrimination with Cross-Modal Agreement Pedro Morgado Nuno Vasconcelos Ishan Misra SSL 57 271 0 27 Apr 2020
OpenMix: Reviving Known Knowledge for Discovering Novel Visual Categories in An Open World Zhun Zhong Linchao Zhu Zhiming Luo Shaozi Li Yi Yang N. Sebe VLM CLL 42 114 0 12 Apr 2020
Density-Aware Graph for Deep Semi-Supervised Visual Recognition Suichan Li B. Liu Dongdong Chen Qi Chu Lu Yuan Nenghai Yu 48 30 0 30 Mar 2020
Semi-Supervised Semantic Segmentation with Cross-Consistency Training Yassine Ouali C´eline Hudelot Myriam Tami 98 720 0 19 Mar 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 423 3,397 0 09 Mar 2020
Learning Representations by Predicting Bags of Visual Words Spyros Gidaris Andrei Bursuc N. Komodakis P. Pérez Matthieu Cord SSL 74 117 0 27 Feb 2020
Generalized Product Quantization Network for Semi-supervised Image Retrieval Young Kyun Jang N. Cho 107 38 0 26 Feb 2020
A survey on Semi-, Self- and Unsupervised Learning for Image Classification Lars Schmarje M. Santarossa Simon-Martin Schroder Reinhard Koch SSL VLM 37 164 0 20 Feb 2020
Universal Domain Adaptation through Self Supervision Kuniaki Saito Donghyun Kim Stan Sclaroff Kate Saenko OOD TTA 60 315 0 19 Feb 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 212 10,591 0 17 Feb 2020
Learning Robust Representations via Multi-View Information Bottleneck Marco Federici Anjan Dutta Patrick Forré Nate Kushman Zeynep Akata SLR 32 253 0 17 Feb 2020
Automatically Discovering and Learning New Visual Categories with Ranking Statistics Kai Han Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Andrea Vedaldi Andrew Zisserman SSL 29 181 0 13 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 255 18,607 0 13 Feb 2020
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence Kihyuk Sohn David Berthelot Chun-Liang Li Zizhao Zhang Nicholas Carlini E. D. Cubuk Alexey Kurakin Han Zhang Colin Raffel AAML 140 3,524 0 21 Jan 2020
CrDoCo: Pixel-level Domain Transfer with Cross-Domain Consistency Yun-Chun Chen Yen-Yu Lin Ming-Hsuan Yang Jia-Bin Huang 81 276 0 09 Jan 2020
Adversarial AutoAugment Xinyu Zhang Qiang-qiang Wang Jian Zhang Zhaobai Zhong AAML 64 197 0 24 Dec 2019
End-to-End Learning of Visual Representations from Uncurated Instructional Videos Antoine Miech Jean-Baptiste Alayrac Lucas Smaira Ivan Laptev Josef Sivic Andrew Zisserman VGen SSL 100 710 0 13 Dec 2019
ClusterFit: Improving Generalization of Visual Representations Xueting Yan Ishan Misra Abhinav Gupta Deepti Ghadiyaram D. Mahajan SSL VLM 79 132 0 06 Dec 2019
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 74 1,448 0 04 Dec 2019
Self-Supervised Learning by Cross-Modal Audio-Video Clustering Humam Alwassel D. Mahajan Bruno Korbar Lorenzo Torresani Guohao Li Du Tran SSL 73 429 0 28 Nov 2019
ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring David Berthelot Nicholas Carlini E. D. Cubuk Alexey Kurakin Kihyuk Sohn Han Zhang Colin Raffel 78 676 0 21 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 113 12,007 0 13 Nov 2019
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 82 769 0 13 Nov 2019
Adversarial Transformations for Semi-Supervised Learning Teppei Suzuki Ikuro Sato 26 13 0 13 Nov 2019
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 223 2,380 0 11 Nov 2019
Continual Unsupervised Representation Learning Dushyant Rao Francesco Visin Andrei A. Rusu Yee Whye Teh Razvan Pascanu R. Hadsell BDL CLL SSL DRL 29 259 0 31 Oct 2019
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 185 3,458 0 30 Sep 2019
Unsupervised Domain Adaptation through Self-Supervision Yu Sun Eric Tzeng Trevor Darrell Alexei A. Efros OOD SSL 51 238 0 26 Sep 2019
Dual Student: Breaking the Limits of the Teacher in Semi-supervised Learning Zhanghan Ke Daoye Wang Qiong Yan Jimmy S. J. Ren Rynson W. H. Lau 25 214 0 03 Sep 2019
Learning to Discover Novel Visual Categories via Deep Transfer Clustering Kai Han Andrea Vedaldi Andrew Zisserman SSL 68 297 0 26 Aug 2019
VL-BERT: Pre-training of Generic Visual-Linguistic Representations Weijie Su Xizhou Zhu Yue Cao Bin Li Lewei Lu Furu Wei Jifeng Dai VLM MLLM SSL 124 1,657 0 22 Aug 2019
LXMERT: Learning Cross-Modality Encoder Representations from Transformers Hao Hao Tan Joey Tianyi Zhou VLM MLLM 205 2,467 0 20 Aug 2019
Unicoder-VL: A Universal Encoder for Vision and Language by Cross-modal Pre-training Gen Li Nan Duan Yuejian Fang Ming Gong Daxin Jiang Ming Zhou SSL VLM MLLM 186 898 0 16 Aug 2019
Semi-Supervised Semantic Segmentation with High- and Low-level Consistency Sudhanshu Mittal Maxim Tatarchenko Thomas Brox SSL 47 374 0 15 Aug 2019
Multiview-Consistent Semi-Supervised Learning for 3D Human Pose Estimation Rahul Mitra N. B. Gundavarapu Abhishek Sharma Arjun Jain 3DH 118 59 0 14 Aug 2019
Pseudo-Labeling and Confirmation Bias in Deep Semi-Supervised Learning Eric Arazo Diego Ortego Paul Albert Noel E. O'Connor Kevin McGuinness 88 826 0 08 Aug 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 197 3,659 0 06 Aug 2019
On Mutual Information Maximization for Representation Learning Michael Tschannen Josip Djolonga Paul Kishan Rubenstein Sylvain Gelly Mario Lucic SSL 145 490 0 31 Jul 2019
Self-supervised Domain Adaptation for Computer Vision Tasks Jiaolong Xu Liang Xiao Antonio M. López OOD SSL VLM 28 133 0 25 Jul 2019
Large Scale Adversarial Representation Learning Jeff Donahue Karen Simonyan SSL 104 542 0 04 Jul 2019
Demystifying Inter-Class Disentanglement Aviv Gabbay Yedid Hoshen DRL 29 56 0 27 Jun 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 131 2,385 0 13 Jun 2019
HowTo100M: Learning a Text-Video Embedding by Watching Hundred Million Narrated Video Clips Antoine Miech Dimitri Zhukov Jean-Baptiste Alayrac Makarand Tapaswi Ivan Laptev Josef Sivic VGen 91 1,192 0 07 Jun 2019
Learning Representations by Maximizing Mutual Information Across Views Philip Bachman R. Devon Hjelm William Buchwalter SSL 157 1,463 0 03 Jun 2019
Unlabeled Data Improves Adversarial Robustness Y. Carmon Aditi Raghunathan Ludwig Schmidt Percy Liang John C. Duchi 98 752 0 31 May 2019
Robustness to Adversarial Perturbations in Learning from Incomplete Data Amir Najafi S. Maeda Masanori Koyama Takeru Miyato OOD 64 130 0 24 May 2019
Population Based Augmentation: Efficient Learning of Augmentation Policy Schedules Daniel Ho Eric Liang Ion Stoica Pieter Abbeel Xi Chen 54 402 0 14 May 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 581 4,735 0 13 May 2019
S4L: Self-Supervised Semi-Supervised Learning Xiaohua Zhai Avital Oliver Alexander Kolesnikov Lucas Beyer SSL VLM 90 790 0 09 May 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning David Berthelot Nicholas Carlini Ian Goodfellow Nicolas Papernot Avital Oliver Colin Raffel 123 3,009 0 06 May 2019