Revisiting Self-Supervised Visual Representation Learning

25 January 2019

Papers citing "Revisiting Self-Supervised Visual Representation Learning"

50 / 357 papers shown

Title
Compressive Visual Representations Kuang-Huei Lee Anurag Arnab S. Guadarrama John F. Canny Ian S. Fischer SSL 65 48 0 27 Sep 2021
Introspective Robot Perception using Smoothed Predictions from Bayesian Neural Networks Jianxiang Feng M. Durner Zoltán-Csaba Márton Ferenc Bálint-Benczédi Rudolph Triebel UQCV BDL 13 11 0 27 Sep 2021
Dense Contrastive Visual-Linguistic Pretraining Lei Shi Kai Shuang Shijie Geng Peng Gao Zuohui Fu Gerard de Melo Yunpeng Chen Sen Su VLM SSL 57 10 0 24 Sep 2021
Self-supervised Representation Learning for Reliable Robotic Monitoring of Fruit Anomalies Taeyeong Choi Owen Would A. Gomez Grzegorz Cielniak 28 16 0 21 Sep 2021
Self-Supervised Action-Space Prediction for Automated Driving Faris Janjos Maxim Dolgov J. Marius Zöllner 28 12 0 21 Sep 2021
Socially Supervised Representation Learning: the Role of Subjectivity in Learning Efficient Representations Julius Taylor Eleni Nisioti Clément Moulin-Frier 19 0 0 20 Sep 2021
A Study of the Generalizability of Self-Supervised Representations Atharva Tendle Mohammad Rashedul Hasan 78 27 0 19 Sep 2021
Self-supervised Contrastive Learning for EEG-based Sleep Staging Xue Jiang Jianhui Zhao Bo Du Zhiyong Yuan 10 63 0 16 Sep 2021
Learning Robot Structure and Motion Embeddings using Graph Neural Networks J. Kim Jeongeun Park Sungjoon Choi Sehoon Ha 32 11 0 15 Sep 2021
Deep Bregman Divergence for Contrastive Learning of Visual Representations Mina Rezaei Farzin Soleymani B. Bischl Shekoofeh Azizi SSL 50 16 0 15 Sep 2021
No True State-of-the-Art? OOD Detection Methods are Inconsistent across Datasets Fahim Tajwar Ananya Kumar Sang Michael Xie Percy Liang OODD 27 21 0 12 Sep 2021
Fine-grained Hand Gesture Recognition in Multi-viewpoint Hand Hygiene Huy Q. Vo Tuong Khanh Long Do Vinson Pham Duy V.M. Nguyen An T. Duong Quang-Dieu Tran 17 3 0 07 Sep 2021
Pi-NAS: Improving Neural Architecture Search by Reducing Supernet Training Consistency Shift Jiefeng Peng Jiqi Zhang Changlin Li Guangrun Wang Xiaodan Liang Liang Lin AAML OOD 34 16 0 22 Aug 2021
Collaborative Unsupervised Visual Representation Learning from Decentralized Data Weiming Zhuang Xin Gan Yonggang Wen Shuai Zhang Shuai Yi FedML 27 98 0 14 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 52 63 0 12 Aug 2021
Self-Supervised Learning from Unlabeled Fundus Photographs Improves Segmentation of the Retina J. Kukačka Anja Zenz Marcel Kollovieh D. Jüstel V. Ntziachristos 17 2 0 05 Aug 2021
A Low Rank Promoting Prior for Unsupervised Contrastive Learning Yu Wang Jingyang Lin Qi Cai Yingwei Pan Ting Yao Hongyang Chao Tao Mei SSL 38 16 0 05 Aug 2021
Object-aware Contrastive Learning for Debiased Scene Representation Sangwoo Mo H. Kang Kihyuk Sohn Chun-Liang Li Jinwoo Shin SSL OCL 30 49 0 30 Jul 2021
Self-Supervised Regional and Temporal Auxiliary Tasks for Facial Action Unit Recognition Jingwei Yan Jingjing Wang Qiang Li Chunmao Wang Shiliang Pu ViT CVBM 8 10 0 30 Jul 2021
Self-Supervised Domain Adaptation for Diabetic Retinopathy Grading using Vessel Image Reconstruction D. M. Nguyen T. T. N. Mai Ngoc T. T. Than Alexander Prange Daniel Sonntag OOD 8 8 0 20 Jul 2021
Clustering-Based Representation Learning through Output Translation and Its Application to Remote--Sensing Images Qing Li Bin Li J. Garibaldi Guoping Qiu SSL 32 4 0 13 Jul 2021
Geographical Knowledge-driven Representation Learning for Remote Sensing Images Wenyuan Li Keyan Chen Hao Chen Zhenwei Shi SSL 38 64 0 12 Jul 2021
Deep Fiber Clustering: Anatomically Informed Unsupervised Deep Learning for Fast and Effective White Matter Parcellation Yuqian Chen Chaoyi Zhang Yang Song N. Makris Yogesh Rathi Weidong (Tom) Cai Fan Zhang L. O’Donnell 36 24 0 11 Jul 2021
A data-centric approach for improving ambiguous labels with combined semi-supervised classification and clustering Lars Schmarje M. Santarossa Simon-Martin Schroder Claudius Zelenka R. Kiko J. Stracke N. Volkmann Reinhard Koch 34 10 0 30 Jun 2021
AutoNovel: Automatically Discovering and Learning Novel Visual Categories Kai Han Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Andrea Vedaldi Andrew Zisserman SSL 24 125 0 29 Jun 2021
On Contrastive Representations of Stochastic Processes Emile Mathieu Adam Foster Yee Whye Teh BDL AI4TS 25 15 0 18 Jun 2021
MaCLR: Motion-aware Contrastive Learning of Representations for Videos Fanyi Xiao Joseph Tighe Davide Modolo SSL 24 13 0 17 Jun 2021
LiRA: Learning Visual Speech Representations from Audio through Self-supervision Pingchuan Ma Rodrigo Mira Stavros Petridis Björn W. Schuller Maja Pantic SSL 24 53 0 16 Jun 2021
Revisiting consistency for semi-supervised semantic segmentation Ivan Grubišić Marin Orsic Sinisa Segvic 19 4 0 13 Jun 2021
What Does Rotation Prediction Tell Us about Classifier Accuracy under Varying Testing Environments? Weijian Deng Stephen Gould Liang Zheng 39 63 0 10 Jun 2021
Progressive Stage-wise Learning for Unsupervised Feature Representation Enhancement Zefan Li Chenxi Liu Alan Yuille Bingbing Ni Wenjun Zhang Wen Gao SSL 16 5 0 10 Jun 2021
Automated Self-Supervised Learning for Graphs Wei Jin Xiaorui Liu Xiangyu Zhao Yao Ma Neil Shah Jiliang Tang SSL 29 76 0 10 Jun 2021
Initialization Matters: Regularizing Manifold-informed Initialization for Neural Recommendation Systems Yinan Zhang Boyang Albert Li Yong-jin Liu Hao Wang Chunyan Miao 26 10 0 09 Jun 2021
You Never Cluster Alone Yuming Shen Ziyi Shen Menghan Wang Jie Qin Philip Torr Ling Shao SSL 23 43 0 03 Jun 2021
TVDIM: Enhancing Image Self-Supervised Pretraining via Noisy Text Data Pengda Qin Yuhong Li Kefeng Deng Qiang Wu 21 1 0 03 Jun 2021
Self-Supervised Graph Representation Learning via Topology Transformations Xiang Gao Wei Hu Guo-Jun Qi SSL 22 4 0 25 May 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 64 96 0 17 May 2021
MiCE: Mixture of Contrastive Experts for Unsupervised Image Clustering Tsung Wei Tsai Chongxuan Li Jun Zhu 19 59 0 05 May 2021
MARL: Multimodal Attentional Representation Learning for Disease Prediction Ali Hamdi Amr Aboeleneen Khaled Shaban 40 5 0 01 May 2021
Self-supervised Spatial Reasoning on Multi-View Line Drawings Siyuan Xiang Anbang Yang Yanfei Xue Yaoqing Yang Chen Feng SSL 3DPC 34 1 0 27 Apr 2021
Co-training for Deep Object Detection: Comparing Single-modal and Multi-modal Approaches J. Gómez Gabriel Villalonga Antonio M. López ObjD 17 8 0 23 Apr 2021
Self-Supervised Learning from Semantically Imprecise Data C. Brust Björn Barz Joachim Denzler 35 0 0 22 Apr 2021
DisCo: Remedy Self-supervised Learning on Lightweight Models with Distilled Contrastive Learning Yuting Gao Jia-Xin Zhuang Xiaowei Guo Hao Cheng Xing Sun Ke Li Feiyue Huang 54 40 0 19 Apr 2021
RPCL: A Framework for Improving Cross-Domain Detection with Auxiliary Tasks Kai Li Curtis Wigington Chris Tensmeyer Vlad I. Morariu Handong Zhao Varun Manjunatha Nikolaos Barmpalios Y. Fu 22 0 0 18 Apr 2021
Self-supervised Video Retrieval Transformer Network Xiangteng He Yulin Pan Mingqian Tang Yiliang Lv ViT 17 6 0 16 Apr 2021
Pareto Self-Supervised Training for Few-Shot Learning Zhengyu Chen Jixie Ge Heshen Zhan Siteng Huang Donglin Wang 16 115 0 16 Apr 2021
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding Vladan Stojnić Vladimir Risojević SSL 25 109 0 14 Apr 2021
Patient Contrastive Learning: a Performant, Expressive, and Practical Approach to ECG Modeling N. Diamant Erik Reinertsen S. Song Aaron D Aguirre Collin M. Stultz P. Batra 29 40 0 09 Apr 2021
SiT: Self-supervised vIsion Transformer Sara Atito Ali Ahmed Muhammad Awais J. Kittler ViT 39 139 0 08 Apr 2021
Pseudo-supervised Deep Subspace Clustering Juncheng Lv Zhao Kang Xiao Lu Zenglin Xu 37 111 0 08 Apr 2021