Revisiting Self-Supervised Visual Representation Learning

25 January 2019

Papers citing "Revisiting Self-Supervised Visual Representation Learning"

50 / 358 papers shown

Title
Positive Unlabeled Contrastive Learning Anish Acharya Sujay Sanghavi Li Jing Bhargav Bhushanam Dhruv Choudhary Michael G. Rabbat Inderjit Dhillon SSL 25 10 0 01 Jun 2022
Augmentation Component Analysis: Modeling Similarity via the Augmentation Overlaps Lu Han Han-Jia Ye De-Chuan Zhan 11 4 0 01 Jun 2022
Contrasting quadratic assignments for set-based representation learning A. Moskalev Ivan Sosnovik Volker Fischer A. Smeulders SSL 32 9 0 31 May 2022
Multi-Augmentation for Efficient Visual Representation Learning for Self-supervised Pre-training Van-Nhiem Tran Chi-En Huang Shenxiu Liu Kaicheng Yang Timothy Ko Yung-Hui Li SSL 32 0 0 24 May 2022
Decoder Denoising Pretraining for Semantic Segmentation Emmanuel B. Asiedu Simon Kornblith Ting Chen Niki Parmar Matthias Minderer Mohammad Norouzi AI4CE 199 26 0 23 May 2022
Enhancing Adversarial Training with Feature Separability Yaxin Li Xiaorui Liu Han Xu Wentao Wang Jiliang Tang AAML GAN 12 1 0 02 May 2022
Deep fiber clustering: Anatomically informed fiber clustering with self-supervised deep learning for fast and effective tractography parcellation Yuqian Chen Chaoyi Zhang Tengfei Xue Yang Song N. Makris Yogesh Rathi Weidong (Tom) Cai Fan Zhang L. O’Donnell 47 19 0 02 May 2022
Spatial-Temporal Hypergraph Self-Supervised Learning for Crime Prediction Zhong Li Chao Huang Lianghao Xia Yong-mei Xu Jiangsen Pei 39 65 0 18 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 29 4 0 18 Apr 2022
Self-Labeling Refinement for Robust Representation Learning with Bootstrap Your Own Latent Siddhant Garg Dhruval Jain SSL 45 0 0 09 Apr 2022
Divergence-aware Federated Self-Supervised Learning Weiming Zhuang Yonggang Wen Shuai Zhang FedML 31 97 0 09 Apr 2022
Simplicial Embeddings in Self-Supervised Learning and Downstream Classification Samuel Lavoie Christos Tsirigotis Max Schwarzer Ankit Vani Michael Noukhovitch Kenji Kawaguchi Rameswar Panda SSL 32 17 0 01 Apr 2022
Weakly Supervised Regional and Temporal Learning for Facial Action Unit Recognition Jingwei Yan Jingjing Wang Qiang Li Chunmao Wang Shiliang Pu CVBM 6 6 0 01 Apr 2022
Contrasting the landscape of contrastive and non-contrastive learning Ashwini Pokle Jinjin Tian Yuchen Li Andrej Risteski SSL 38 28 0 29 Mar 2022
How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning? Fida Mohammad Thoker Hazel Doughty Piyush Bagad Cees G. M. Snoek SSL 35 19 0 27 Mar 2022
Reinforcement-based frugal learning for satellite image change detection Sebastien Deschamps H. Sahbi 35 1 0 22 Mar 2022
Frugal Learning of Virtual Exemplars for Label-Efficient Satellite Image Change Detection H. Sahbi Sebastien Deschamps 38 0 0 22 Mar 2022
Cluster & Tune: Boost Cold Start Performance in Text Classification Eyal Shnarch Ariel Gera Alon Halfon Lena Dankin Leshem Choshen R. Aharonov Noam Slonim 9 20 0 20 Mar 2022
Occlusion-Aware Self-Supervised Monocular 6D Object Pose Estimation Gu Wang Fabian Manhardt Xingyu Liu Xiangyang Ji F. Tombari SSL 21 58 0 19 Mar 2022
On the Properties of Adversarially-Trained CNNs Mattia Carletti M. Terzi Gian Antonio Susto AAML 34 1 0 17 Mar 2022
Contrastive Learning with Positive-Negative Frame Mask for Music Representation D. Yao Zhou Zhao Shengyu Zhang Jieming Zhu Yudong Zhu Rui Zhang Xiuqiang He 31 21 0 17 Mar 2022
One Network Doesn't Rule Them All: Moving Beyond Handcrafted Architectures in Self-Supervised Learning Sharath Girish Debadeepta Dey Neel Joshi Vibhav Vineet S. Shah C. C. T. Mendes Abhinav Shrivastava Yale Song SSL 46 2 0 15 Mar 2022
Transfer of Representations to Video Label Propagation: Implementation Factors Matter Daniel McKee Zitong Zhan Bing Shuai Davide Modolo Joseph Tighe Svetlana Lazebnik SSL 26 4 0 10 Mar 2022
Text-DIAE: A Self-Supervised Degradation Invariant Autoencoders for Text Recognition and Document Enhancement Mohamed Ali Souibgui Sanket Biswas Andrés Mafla Ali Furkan Biten Alicia Fornés Yousri Kessentini Josep Lladós Lluís Gómez Dimosthenis Karatzas 21 23 0 09 Mar 2022
Self-Supervision, Remote Sensing and Abstraction: Representation Learning Across 3 Million Locations Sachith Seneviratne K. Nice J. Wijnands Mark Stevenson Jason Thompson SSL 25 8 0 08 Mar 2022
Time-to-Label: Temporal Consistency for Self-Supervised Monocular 3D Object Detection Issa Mouawad Nikolas Brasch Fabian Manhardt F. Tombari Francesca Odone 3DPC 33 7 0 04 Mar 2022
Audio Self-supervised Learning: A Survey Shuo Liu Adria Mallol-Ragolta Emilia Parada-Cabeleiro Kun Qian Xingshuo Jing Alexander Kathan Bin Hu Bjoern W. Schuller SSL 45 106 0 02 Mar 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 47 86 0 22 Feb 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 28 110 0 16 Feb 2022
UserBERT: Modeling Long- and Short-Term User Preferences via Self-Supervision Tianyu Li Ali Cevahir Derek Cho Hao Gong Duy Nguyen B. Stenger SSL 18 1 0 14 Feb 2022
Simple Control Baselines for Evaluating Transfer Learning Andrei Atanov Shijian Xu Onur Beker Andrei Filatov Amir Zamir SSL 39 1 0 07 Feb 2022
Backdoor Defense via Decoupling the Training Process Kunzhe Huang Yiming Li Baoyuan Wu Zhan Qin Kui Ren AAML FedML 29 187 0 05 Feb 2022
When Do Flat Minima Optimizers Work? Jean Kaddour Linqing Liu Ricardo M. A. Silva Matt J. Kusner ODL 28 58 0 01 Feb 2022
Link Prediction with Contextualized Self-Supervision Daokun Zhang Jie Yin Philip S. Yu 24 6 0 25 Jan 2022
Self-Supervised Point Cloud Registration with Deep Versatile Descriptors Dongrui Liu Chuanchaun Chen Changqing Xu Robert C. Qiu Lei Chu 3DPC 21 13 0 25 Jan 2022
TransFuse: A Unified Transformer-based Image Fusion Framework using Self-supervised Learning Linhao Qu Shaolei Liu Manning Wang Shiman Li Siqi Yin Qin Qiao Zhijian Song ViT SSL 11 22 0 19 Jan 2022
Denoised Labels for Financial Time-Series Data via Self-Supervised Learning Yanqing Ma Carmine Ventre M. Polukarov NoLa 23 7 0 19 Dec 2021
Tradeoffs Between Contrastive and Supervised Learning: An Empirical Study A. Karthik Mike Wu Noah D. Goodman Alex Tamkin SSL 39 5 0 10 Dec 2021
Revisiting the Transferability of Supervised Pretraining: an MLP Perspective Yizhou Wang Shixiang Tang Feng Zhu Lei Bai Rui Zhao Donglian Qi Wanli Ouyang 37 51 0 01 Dec 2021
Medical Knowledge-Guided Deep Learning for Imbalanced Medical Image Classification Long Gao Chang Liu Dooman Arefan A. Panigrahy M. Zuley Shandong Wu VLM 23 2 0 20 Nov 2021
Continual Adaptation of Semantic Segmentation using Complementary 2D-3D Data Representations Jonas Frey Hermann Blum Francesco Milano Roland Siegwart Cesar Cadena 18 13 0 03 Nov 2021
Recent Advancements in Self-Supervised Paradigms for Visual Feature Representation Mrinal Anand Aditya Garg SSL 34 2 0 03 Nov 2021
Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction Eli Chien Wei-Cheng Chang Cho-Jui Hsieh Hsiang-Fu Yu Jiong Zhang O. Milenkovic Inderjit S Dhillon 156 133 0 29 Oct 2021
Understanding the Role of Self-Supervised Learning in Out-of-Distribution Detection Task Jiuhai Chen Chen Zhu Bin Dai OODD 16 3 0 26 Oct 2021
Pediatric Otoscopy Video Screening with Shift Contrastive Anomaly Detection Weiyao Wang Aniruddha Tamhane Christine Santos J. Rzasa James H Clark Therese L. Canares Mathias Unberath 32 4 0 25 Oct 2021
Self-Supervised Visual Representation Learning Using Lightweight Architectures Prathamesh Sonawane Sparsh Drolia Saqib Nizam Shamsi Bhargav Jain SSL 17 1 0 21 Oct 2021
Self-Supervised Representation Learning: Introduction, Advances and Challenges Linus Ericsson Henry Gouk Chen Change Loy Timothy M. Hospedales SSL OOD AI4TS 37 274 0 18 Oct 2021
Surrogate- and invariance-boosted contrastive learning for data-scarce applications in science Charlotte Loh T. Christensen Rumen Dangovski Samuel Kim Marin Soljacic 34 17 0 15 Oct 2021
Fuzzy Overclustering: Semi-Supervised Classification of Fuzzy Labels with Overclustering and Inverse Cross-Entropy Lars Schmarje Johannes Brunger M. Santarossa Simon-Martin Schroder R. Kiko Reinhard Koch 47 17 0 13 Oct 2021
Active learning for interactive satellite image change detection H. Sahbi Sebastien Deschamps Andrei Stoian 42 6 0 08 Oct 2021