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
A Square Peg in a Square Hole: Meta-Expert for Long-Tailed Semi-Supervised Learning Yaxin Hou Yuheng Jia 47 0 0 22 May 2025
CaCo: Both Positive and Negative Samples are Directly Learnable via Cooperative-adversarial Contrastive Learning Tianlin Li Yuhang Huang Dan Zeng Guo-Jun Qi SSL 24 18 0 27 Mar 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 373 7,600 0 11 Nov 2021
Combating Noise: Semi-supervised Learning by Region Uncertainty Quantification Zhenyu Wang Yali Li Ye Guo Shengjin Wang NoLa 32 27 0 01 Nov 2021
ABC: Auxiliary Balanced Classifier for Class-imbalanced Semi-supervised Learning Hyuck Lee Seungjae Shin Heeyoung Kim CLL 41 91 0 20 Oct 2021
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning Hanzhe Hu Fangyun Wei Han Hu Qiwei Ye J. Cui Liwei Wang 52 154 0 11 Oct 2021
Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation Yuanyi Zhong Bodi Yuan Hong Wu Zhiqiang Yuan Jian Peng Yu-Xiong Wang 59 169 0 20 Aug 2021
Trash to Treasure: Harvesting OOD Data with Cross-Modal Matching for Open-Set Semi-Supervised Learning Junkai Huang Chaowei Fang Weikai Chen Z. Chai Xiaolin K. Wei Pengxu Wei Liang Lin Guanbin Li OODD 59 64 0 12 Aug 2021
Re-distributing Biased Pseudo Labels for Semi-supervised Semantic Segmentation: A Baseline Investigation Ruifei He Jihan Yang Xiaojuan Qi 62 118 0 23 Jul 2021
Semi-supervised Semantic Segmentation with Directional Context-aware Consistency Xin Lai Zhuotao Tian Li Jiang Shu Liu Hengshuang Zhao Liwei Wang Jiaya Jia 73 209 0 27 Jun 2021
Humble Teachers Teach Better Students for Semi-Supervised Object Detection Yihe Tang Weifeng Chen Yijun Luo Yuting Zhang 61 179 0 19 Jun 2021
End-to-End Semi-Supervised Object Detection with Soft Teacher Mengde Xu Zheng Zhang Han Hu Jianfeng Wang Lijuan Wang Fangyun Wei X. Bai Zicheng Liu 58 492 0 16 Jun 2021
Cross-domain Contrastive Learning for Unsupervised Domain Adaptation Rui Wang Zuxuan Wu Zejia Weng Jingjing Chen Guo-Jun Qi Yu-Gang Jiang 60 160 0 10 Jun 2021
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision Xiaokang Chen Yuhui Yuan Gang Zeng Jingdong Wang 58 772 0 02 Jun 2021
OpenMatch: Open-set Consistency Regularization for Semi-supervised Learning with Outliers Kuniaki Saito Donghyun Kim Kate Saenko 39 64 0 28 May 2021
A Large-Scale Study on Unsupervised Spatiotemporal Representation Learning Christoph Feichtenhofer Haoqi Fan Bo Xiong Ross B. Girshick Kaiming He SSL AI4TS 76 258 0 29 Apr 2021
Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory Bank Inigo Alonso Alberto Sabater David Ferstl Luis Montesano Ana C. Murillo SSL CLL 138 206 0 27 Apr 2021
Distilling Audio-Visual Knowledge by Compositional Contrastive Learning Yanbei Chen Yongqin Xian A. Sophia Koepke Ying Shan Zeynep Akata 95 82 0 22 Apr 2021
A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation Jianlong Yuan Yifan Liu Chunhua Shen Zhibin Wang Hao Li 20 111 0 15 Apr 2021
Gradient Regularized Contrastive Learning for Continual Domain Adaptation Shixiang Tang Peng Su Peng Gao Ni Zhao CLL 38 66 0 23 Mar 2021
Instant-Teaching: An End-to-End Semi-Supervised Object Detection Framework Qiang-feng Zhou Chaohui Yu Zhibin Wang Qi Qian Hao Li ObjD 39 196 0 21 Mar 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 223 2,321 0 04 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 681 28,659 0 26 Feb 2021
Unbiased Teacher for Semi-Supervised Object Detection Yen-Cheng Liu Chih-Yao Ma Zijian He Chia-Wen Kuo Kan Chen Peizhao Zhang Bichen Wu Z. Kira Peter Vajda 88 478 0 18 Feb 2021
Understanding self-supervised Learning Dynamics without Contrastive Pairs Yuandong Tian Xinlei Chen Surya Ganguli SSL 181 282 0 12 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 392 3,778 0 11 Feb 2021
Open-World Semi-Supervised Learning Kaidi Cao Maria Brbic J. Leskovec BDL 41 180 0 06 Feb 2021
Out-distribution aware Self-training in an Open World Setting Maximilian Augustin Matthias Hein 37 7 0 21 Dec 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 189 3,992 0 20 Nov 2020
AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations from Self-Trained Negative Adversaries Q. Hu Tianlin Li Wei Hu Guo-Jun Qi SSL 36 153 0 17 Nov 2020
PseudoSeg: Designing Pseudo Labels for Semantic Segmentation Yuliang Zou Zizhao Zhang Han Zhang Chun-Liang Li Xiao Bian Jia-Bin Huang Tomas Pfister 54 295 0 19 Oct 2020
Contrastive Learning with Hard Negative Samples Joshua Robinson Ching-Yao Chuang S. Sra Stefanie Jegelka SSL 109 768 0 09 Oct 2020
Test-time Unsupervised Domain Adaptation Thomas Varsavsky Mauricio Orbes-Arteaga Carole H. Sudre M. Graham P. Nachev M. Jorge Cardoso OOD 31 56 0 05 Oct 2020
Contrastive Clustering Yunfan Li Peng Hu Zitao Liu Dezhong Peng Qiufeng Wang Xi Peng 44 616 0 21 Sep 2020
Guided Collaborative Training for Pixel-wise Semi-Supervised Learning Zhanghan Ke Di Qiu Kaican Li Qiong Yan Rynson W. H. Lau 42 247 0 12 Aug 2020
Simultaneous Semantic Alignment Network for Heterogeneous Domain Adaptation Shuang Li Binhui Xie Jiashu Wu Ying Zhao Chi Harold Liu Zhengming Ding 37 49 0 04 Aug 2020
Learning Video Representations from Textual Web Supervision Jonathan C. Stroud Zhichao Lu Chen Sun Jia Deng Rahul Sukthankar Cordelia Schmid David A. Ross SSL 54 48 0 29 Jul 2020
Self-Supervised Learning Across Domains S. Bucci A. DÍnnocente Yujun Liao Fabio Maria Carlucci Barbara Caputo Tatiana Tommasi SSL 46 75 0 24 Jul 2020
Multi-Task Curriculum Framework for Open-Set Semi-Supervised Learning Qing Yu Daiki Ikami Go Irie Kiyoharu Aizawa 46 128 0 22 Jul 2020
Distribution Aligning Refinery of Pseudo-label for Imbalanced Semi-supervised Learning Jaehyung Kim Youngbum Hur Sejun Park Eunho Yang Sung Ju Hwang Jinwoo Shin 37 161 0 17 Jul 2020
Dual Mixup Regularized Learning for Adversarial Domain Adaptation Yuan Wu Diana Inkpen Ahmed El-Roby 25 167 0 07 Jul 2020
Self-Supervised MultiModal Versatile Networks Jean-Baptiste Alayrac Adrià Recasens R. Schneider Relja Arandjelović Jason Ramapuram J. Fauw Lucas Smaira Sander Dieleman Andrew Zisserman SSL 109 373 0 29 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 159 4,051 0 17 Jun 2020
AVLnet: Learning Audio-Visual Language Representations from Instructional Videos Andrew Rouditchenko Angie Boggust David Harwath Brian Chen D. Joshi ... Rogerio Feris Brian Kingsbury M. Picheny Antonio Torralba James R. Glass SSL 53 142 0 16 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 276 6,718 0 13 Jun 2020
Interpolation-based semi-supervised learning for object detection Jisoo Jeong Vikas Verma Minsung Hyun Arno Solin Nojun Kwak 61 73 0 03 Jun 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 299 12,906 0 26 May 2020
SCAN: Learning to Classify Images without Labels Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Marc Proesmans Luc Van Gool VLM SSL 85 535 0 25 May 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 75 1,313 0 20 May 2020
A Simple Semi-Supervised Learning Framework for Object Detection Kihyuk Sohn Zizhao Zhang Chun-Liang Li Han Zhang Chen-Yu Lee Tomas Pfister 65 495 0 10 May 2020