Revisiting Self-Supervised Visual Representation Learning

25 January 2019

Papers citing "Revisiting Self-Supervised Visual Representation Learning"

50 / 358 papers shown

Title
CL-MRI: Self-Supervised Contrastive Learning to Improve the Accuracy of Undersampled MRI Reconstruction Mevan Ekanayake Zhehuai Chen Mehrtash Harandi Gary Egan Zhaolin Chen 38 3 0 01 Jun 2023
There is more to graphs than meets the eye: Learning universal features with self-supervision L. Das Sai Munikoti M. Halappanavar SSL OOD 33 1 0 31 May 2023
MSVQ: Self-Supervised Learning with Multiple Sample Views and Queues Chengwei Peng Xianzhong Long Yun Li SSL 46 1 0 09 May 2023
Hypernymization of named entity-rich captions for grounding-based multi-modal pretraining Giacomo Nebbia Adriana Kovashka 25 0 0 25 Apr 2023
Decoupling anomaly discrimination and representation learning: self-supervised learning for anomaly detection on attributed graph Yanming Hu Chuan Chen Bowen Deng Yujing Lai Hao Lin Zibin Zheng Jing Bian 37 1 0 11 Apr 2023
Automatic Detection of Out-of-body Frames in Surgical Videos for Privacy Protection Using Self-supervised Learning and Minimal Labels Ziheng Wang Conor Perreault Xi Liu A. Jarc 21 1 0 31 Mar 2023
De-coupling and De-positioning Dense Self-supervised Learning Congpei Qiu Tong Zhang Wei Ke Mathieu Salzmann Sabine Süsstrunk 17 3 0 29 Mar 2023
SimFLE: Simple Facial Landmark Encoding for Self-Supervised Facial Expression Recognition in the Wild Ji-Hee Moon Seongsik Park 32 0 0 14 Mar 2023
Nearest-Neighbor Inter-Intra Contrastive Learning from Unlabeled Videos D. Fan De-Yun Yang Xinyu Li Vimal Bhat M. Rohith SSL 27 1 0 13 Mar 2023
Learn More for Food Recognition via Progressive Self-Distillation Yaohui Zhu Linhu Liu Jiang Tian 39 5 0 09 Mar 2023
A Novel Collaborative Self-Supervised Learning Method for Radiomic Data Zhiyuan Li Hailong Li Anca L. Ralescu Jonathan R. Dillman N. Parikh Lili He 35 7 0 20 Feb 2023
CIPER: Combining Invariant and Equivariant Representations Using Contrastive and Predictive Learning Xia Xu Jochen Triesch SSL 28 2 0 05 Feb 2023
CRC-RL: A Novel Visual Feature Representation Architecture for Unsupervised Reinforcement Learning Darshita Jain A. Majumder S. Dutta Swagat Kumar SSL 34 1 0 31 Jan 2023
Unpaired Image-to-Image Translation with Limited Data to Reveal Subtle Phenotypes Anis Bourou Auguste Genovesio MedIm 31 7 0 21 Jan 2023
A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends Jie Gui Tuo Chen Jing Zhang Qiong Cao Zhe Sun Haoran Luo Dacheng Tao 36 130 0 13 Jan 2023
Adversarial Virtual Exemplar Learning for Label-Frugal Satellite Image Change Detection H. Sahbi Sebastien Deschamps 23 0 0 28 Dec 2022
Universal Object Detection with Large Vision Model Feng-Huei Lin Wenze Hu Yaowei Wang Yonghong Tian Guangming Lu Fanglin Chen Yong-mei Xu Xiaoyu Wang VLM ObjD 32 8 0 19 Dec 2022
Alleviating neighbor bias: augmenting graph self-supervise learning with structural equivalent positive samples Jiawei Zhu Mei Hong R. Du Haifeng Li 34 3 0 08 Dec 2022
Semi-Supervised Representative Region Texture Extraction of Façade Zhen Ni Guitao Cao Ye Duan CVBM 27 0 0 05 Dec 2022
MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for Multivariate Time Series Qianwen Meng Hangwei Qian Yong Liu Li-zhen Cui Yonghui Xu Zhiqi Shen AI4TS 36 33 0 02 Dec 2022
Self-supervised On-device Federated Learning from Unlabeled Streams Jiahe Shi Yawen Wu Dewen Zeng Jun Tao Jingtong Hu Yiyu Shi FedML 19 5 0 02 Dec 2022
FakeOut: Leveraging Out-of-domain Self-supervision for Multi-modal Video Deepfake Detection Gil Knafo Ohad Fried 31 5 0 01 Dec 2022
Vision Transformers in Medical Imaging: A Review Emerald U. Henry Onyeka Emebob C. Omonhinmin ViT MedIm 42 34 0 18 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 34 56 0 15 Nov 2022
A picture of the space of typical learnable tasks Rahul Ramesh Jialin Mao Itay Griniasty Rubing Yang H. Teoh Mark K. Transtrum James P. Sethna Pratik Chaudhari SSL DRL 41 5 0 31 Oct 2022
Saliency Can Be All You Need In Contrastive Self-Supervised Learning Veysel Kocaman O. M. Shir Thomas Bäck A. Belbachir 24 1 0 30 Oct 2022
Contrastive Corpus Attribution for Explaining Representations Christy Lin Hugh Chen Chanwoo Kim Su-In Lee SSL 27 8 0 30 Sep 2022
Improving Image Clustering through Sample Ranking and Its Application to remote--sensing images Qing Li Guoping Qiu 50 2 0 26 Sep 2022
Self-Supervised Learning with an Information Maximization Criterion Serdar Ozsoy Shadi S. Hamdan Sercan Ö. Arik Deniz Yuret A. Erdogan SSL 24 35 0 16 Sep 2022
Modeling Multiple Views via Implicitly Preserving Global Consistency and Local Complementarity Jiangmeng Li Jingyao Wang Changwen Zheng Fuchun Sun Farid Razzak Ji-Rong Wen Hui Xiong 29 6 0 16 Sep 2022
Spotting Virus from Satellites: Modeling the Circulation of West Nile Virus Through Graph Neural Networks Lorenzo Bonicelli Angelo Porrello Stefano Vincenzi C. Ippoliti F. Iapaolo A. Conte Simone Calderara 52 3 0 07 Sep 2022
Deep Unsupervised Domain Adaptation: A Review of Recent Advances and Perspectives Xiaofeng Liu Chaehwa Yoo Fangxu Xing Hyejin Oh Xiaofeng Liu Je-Won Kang Jonghye Woo OOD 46 191 0 15 Aug 2022
Label-Free Synthetic Pretraining of Object Detectors Hei Law Jia Deng 33 4 0 08 Aug 2022
RAZE: Region Guided Self-Supervised Gaze Representation Learning Neeru Dubey Shreya Ghosh Abhinav Dhall 34 2 0 04 Aug 2022
A Deep Dive into Deep Cluster Ahmad Mustapha Wael Khreich Wasim Masr SSL VLM 19 2 0 24 Jul 2022
Inter-model Interpretability: Self-supervised Models as a Case Study Ahmad Mustapha Wael Khreich Wassim Masri SSL 19 0 0 24 Jul 2022
Hierarchical Semi-Supervised Contrastive Learning for Contamination-Resistant Anomaly Detection Gaoang Wang Yibing Zhan Xinchao Wang Min-Gyoo Song Klara Nahrstedt 27 11 0 24 Jul 2022
MABe22: A Multi-Species Multi-Task Benchmark for Learned Representations of Behavior Jennifer J. Sun Markus Marks Andrew Ulmer Dipam Chakraborty Brian Geuther ... Joseph Parker Pietro Perona Yisong Yue K. Branson Ann Kennedy 16 9 0 21 Jul 2022
Semantic Novelty Detection via Relational Reasoning Francesco Cappio Borlino S. Bucci Tatiana Tommasi 17 4 0 18 Jul 2022
SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery Yezhen Cong Samarth Khanna Chenlin Meng Patrick Liu Erik Rozi Yutong He Marshall Burke David B. Lobell Stefano Ermon ViT 22 252 0 17 Jul 2022
Benchmarking Omni-Vision Representation through the Lens of Visual Realms Yuanhan Zhang Zhen-fei Yin Jing Shao Ziwei Liu VLM 46 26 0 14 Jul 2022
Is one annotation enough? A data-centric image classification benchmark for noisy and ambiguous label estimation Lars Schmarje Vasco Grossmann Claudius Zelenka S. Dippel R. Kiko ... M. Pastell J. Stracke A. Valros N. Volkmann Reinahrd Koch 45 34 0 13 Jul 2022
Unsupervised Visual Representation Learning by Synchronous Momentum Grouping Bo Pang Yifan Zhang Yaoyi Li Jia Cai Cewu Lu SSL 25 27 0 13 Jul 2022
A clinically motivated self-supervised approach for content-based image retrieval of CT liver images Kristoffer Wickstrøm Eirik Agnalt Ostmo Keyur Radiya Karl Øyvind Mikalsen Michael C. Kampffmeyer Robert Jenssen SSL 40 13 0 11 Jul 2022
Pixel-level Correspondence for Self-Supervised Learning from Video Yash Sharma Yi Zhu Chris Russell Thomas Brox SSL 22 4 0 08 Jul 2022
An Embedding-Dynamic Approach to Self-supervised Learning Suhong Moon Domas Buracas Seunghyun Park Jinkyu Kim John F. Canny OCL 33 4 0 07 Jul 2022
Federated Self-supervised Learning for Video Understanding Yasar Abbas Ur Rehman Yan Gao Jiajun Shen Pedro Porto Buarque de Gusmão Nicholas D. Lane FedML 39 15 0 05 Jul 2022
GaLeNet: Multimodal Learning for Disaster Prediction, Management and Relief Rohit Saha Meng Fang Angeline Yasodhara Kyryl Truskovskyi Azin Asgarian D. Homola Raahil Shah Frederik Dieleman Jack Weatheritt Thomas Rogers 23 3 0 18 Jun 2022
OpenSRH: optimizing brain tumor surgery using intraoperative stimulated Raman histology Cheng Jiang Asadur Chowdury X. Hou A. Kondepudi C. Freudiger Kyle S. Conway S. Camelo-Piragua D. Orringer Ho Hin Lee Todd C. Hollon 25 13 0 16 Jun 2022
Let Invariant Rationale Discovery Inspire Graph Contrastive Learning Sihang Li Xiang Wang An Zhang Y. Wu Xiangnan He Tat-Seng Chua 27 94 0 16 Jun 2022