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
Scaling and Benchmarking Self-Supervised Visual Representation Learning Priya Goyal D. Mahajan Abhinav Gupta Ishan Misra SSL 49 397 0 03 May 2019
Billion-scale semi-supervised learning for image classification I. Z. Yalniz Hervé Jégou Kan Chen Manohar Paluri D. Mahajan SSL 70 460 0 02 May 2019
Fast AutoAugment Sungbin Lim Ildoo Kim Taesup Kim Chiheon Kim Sungwoong Kim 72 593 0 01 May 2019
Unsupervised Data Augmentation for Consistency Training Qizhe Xie Zihang Dai Eduard H. Hovy Minh-Thang Luong Quoc V. Le 106 2,306 0 29 Apr 2019
Unsupervised Deep Learning by Neighbourhood Discovery Jiabo Huang Qi Dong S. Gong Xiatian Zhu SSL 60 152 0 25 Apr 2019
Label Propagation for Deep Semi-supervised Learning Ahmet Iscen Giorgos Tolias Yannis Avrithis Ondřej Chum SSL 66 622 0 09 Apr 2019
Unsupervised Embedding Learning via Invariant and Spreading Instance Feature Mang Ye Xu-Yao Zhang PongChi Yuen Shih-Fu Chang SSL 62 580 0 06 Apr 2019
VideoBERT: A Joint Model for Video and Language Representation Learning Chen Sun Austin Myers Carl Vondrick Kevin Patrick Murphy Cordelia Schmid VLM SSL 44 1,238 0 03 Apr 2019
Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild Kibok Lee Kimin Lee Jinwoo Shin Honglak Lee CLL 90 204 0 29 Mar 2019
Local Aggregation for Unsupervised Learning of Visual Embeddings Chengxu Zhuang Alex Zhai Daniel L. K. Yamins SSL 77 444 0 29 Mar 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 30 241 0 27 Mar 2019
f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning Yongqin Xian Saurabh Sharma Bernt Schiele Zeynep Akata GAN VLM 76 487 0 25 Mar 2019
Cluster Alignment with a Teacher for Unsupervised Domain Adaptation Zhijie Deng Yucen Luo Jun Zhu OOD 42 217 0 24 Mar 2019
AVT: Unsupervised Learning of Transformation Equivariant Representations by Autoencoding Variational Transformations Guo-Jun Qi Liheng Zhang Chang Wen Chen Qi Tian DRL 43 42 0 23 Mar 2019
Class-incremental Learning via Deep Model Consolidation Junting Zhang Jie Zhang Shalini Ghosh Dawei Li Serafettin Tasci Larry Heck Heming Zhang C.-C. Jay Kuo CLL 42 336 0 19 Mar 2019
Domain Generalization by Solving Jigsaw Puzzles Fabio Maria Carlucci A. DÍnnocente S. Bucci Barbara Caputo Tatiana Tommasi SSL 59 810 0 16 Mar 2019
Interpolation Consistency Training for Semi-Supervised Learning Vikas Verma Kenji Kawaguchi Alex Lamb Arno Solin Arno Solin Yoshua Bengio David Lopez-Paz 91 763 0 09 Mar 2019
Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey Longlong Jing Yingli Tian SSL 98 1,692 0 16 Feb 2019
AET vs. AED: Unsupervised Representation Learning by Auto-Encoding Transformations rather than Data Liheng Zhang Guo-Jun Qi Liqiang Wang Jiebo Luo 30 202 0 14 Jan 2019
Why ReLU networks yield high-confidence predictions far away from the training data and how to mitigate the problem Matthias Hein Maksym Andriushchenko Julian Bitterwolf OODD 133 556 0 13 Dec 2018
Deep Anomaly Detection with Outlier Exposure Dan Hendrycks Mantas Mazeika Thomas G. Dietterich OODD 114 1,468 0 11 Dec 2018
Iterative Reorganization with Weak Spatial Constraints: Solving Arbitrary Jigsaw Puzzles for Unsupervised Representation Learning Chen Wei Lingxi Xie Xutong Ren Yingda Xia Chi Su Jiaying Liu Qi Tian Alan Yuille SSL 51 131 0 02 Dec 2018
NOTE-RCNN: NOise Tolerant Ensemble RCNN for Semi-Supervised Object Detection J. Gao Jiang Wang Shengyang Dai Li Li Ram Nevatia ObjD 49 93 0 01 Dec 2018
Self-Supervised GANs via Auxiliary Rotation Loss Ting Chen Xiaohua Zhai Marvin Ritter Mario Lucic N. Houlsby SSL GAN 63 302 0 27 Nov 2018
Universal Semi-Supervised Semantic Segmentation Tarun Kalluri G. Varma Manmohan Chandraker C. V. Jawahar 41 96 0 26 Nov 2018
Rethinking ImageNet Pre-training Kaiming He Ross B. Girshick Piotr Dollár VLM SSeg 100 1,081 0 21 Nov 2018
Semi-Supervised Semantic Image Segmentation with Self-correcting Networks Mostafa S. Ibrahim Arash Vahdat Mani Ranjbar W. Macready 30 83 0 17 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 961 93,936 0 11 Oct 2018
Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock Jeff Donahue Karen Simonyan 221 5,363 0 28 Sep 2018
Learning deep representations by mutual information estimation and maximization R. Devon Hjelm A. Fedorov Samuel Lavoie-Marchildon Karan Grewal Phil Bachman Adam Trischler Yoshua Bengio SSL DRL 249 2,649 0 20 Aug 2018
Invariant Information Clustering for Unsupervised Image Classification and Segmentation Xu Ji João F. Henriques Andrea Vedaldi SSL VLM 60 846 0 17 Jul 2018
Deep Clustering for Unsupervised Learning of Visual Features Mathilde Caron Piotr Bojanowski Armand Joulin Matthijs Douze SSL 78 1,878 0 15 Jul 2018
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks Kimin Lee Kibok Lee Honglak Lee Jinwoo Shin OODD 113 2,024 0 10 Jul 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 229 10,152 0 10 Jul 2018
Cooperative Learning of Audio and Video Models from Self-Supervised Synchronization Bruno Korbar Du Tran Lorenzo Torresani 75 473 0 30 Jun 2018
Tracking Emerges by Colorizing Videos Carl Vondrick Abhinav Shrivastava Alireza Fathi S. Guadarrama Kevin Patrick Murphy 73 376 0 25 Jun 2018
There Are Many Consistent Explanations of Unlabeled Data: Why You Should Average Ben Athiwaratkun Marc Finzi Pavel Izmailov A. Wilson 240 244 0 14 Jun 2018
AutoAugment: Learning Augmentation Policies from Data E. D. Cubuk Barret Zoph Dandelion Mané Vijay Vasudevan Quoc V. Le 98 1,764 0 24 May 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 148 3,437 0 05 May 2018
Audio-Visual Scene Analysis with Self-Supervised Multisensory Features Andrew Owens Alexei A. Efros SSL 74 747 0 10 Apr 2018
Self-supervised Learning of Geometrically Stable Features Through Probabilistic Introspection David Novotny Samuel Albanie Diane Larlus Andrea Vedaldi SSL 64 65 0 04 Apr 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 198 3,272 0 21 Mar 2018
Deep Co-Training for Semi-Supervised Image Recognition Siyuan Qiao Wei Shen Zhishuai Zhang Bo Wang Alan Yuille 42 446 0 15 Mar 2018
Averaging Weights Leads to Wider Optima and Better Generalization Pavel Izmailov Dmitrii Podoprikhin T. Garipov Dmitry Vetrov A. Wilson FedML MoMe 93 1,643 0 14 Mar 2018
Adversarial Learning for Semi-Supervised Semantic Segmentation Wei-Chih Hung Yi-Hsuan Tsai Yan-Ting Liou Yen-Yu Lin Ming-Hsuan Yang GAN SSeg 95 549 0 22 Feb 2018
Riemannian Walk for Incremental Learning: Understanding Forgetting and Intransigence Arslan Chaudhry P. Dokania Thalaiyasingam Ajanthan Philip Torr CLL 71 1,134 0 30 Jan 2018
Learning Sight from Sound: Ambient Sound Provides Supervision for Visual Learning Andrew Owens Jiajun Wu Josh H. McDermott William T. Freeman Antonio Torralba SSL 63 177 0 20 Dec 2017
Data Distillation: Towards Omni-Supervised Learning Ilija Radosavovic Piotr Dollár Ross B. Girshick Georgia Gkioxari Kaiming He 58 416 0 12 Dec 2017
Feature Generating Networks for Zero-Shot Learning Yongqin Xian Tobias Lorenz Bernt Schiele Zeynep Akata GAN VLM 51 927 0 04 Dec 2017
Image to Image Translation for Domain Adaptation Zak Murez Soheil Kolouri D. Kriegman R. Ramamoorthi Kyungnam Kim OOD 38 528 0 01 Dec 2017