Revisiting Self-Supervised Visual Representation Learning

25 January 2019

Papers citing "Revisiting Self-Supervised Visual Representation Learning"

50 / 357 papers shown

Title
CLAR: Contrastive Learning of Auditory Representations Haider Al-Tahan Y. Mohsenzadeh SSL 118 56 0 19 Oct 2020
Improving Transformation Invariance in Contrastive Representation Learning Adam Foster Rattana Pukdee Tom Rainforth 55 23 0 19 Oct 2020
Self-supervised Geometric Features Discovery via Interpretable Attention for Vehicle Re-Identification and Beyond Ming Li Xinming Huang Ziming Zhang SSL 35 42 0 19 Oct 2020
Representation Learning via Invariant Causal Mechanisms Jovana Mitrović Brian McWilliams Jacob Walker Lars Buesing Charles Blundell CML OOD SSL 31 247 0 15 Oct 2020
Self-Supervised Domain Adaptation with Consistency Training Liang Xiao J. Xu D. Zhao Z. Wang L. Wang Y. Nie B. Dai 31 14 0 15 Oct 2020
Which Model to Transfer? Finding the Needle in the Growing Haystack Cédric Renggli André Susano Pinto Luka Rimanic J. Puigcerver C. Riquelme Ce Zhang Mario Lucic 34 25 0 13 Oct 2020
Domain Agnostic Learning for Unbiased Authentication Jian Liang Yuren Cao Shuang Li Bing Bai Hao Li Fei Wang Kun Bai OOD 26 0 0 11 Oct 2020
Representation learning from videos in-the-wild: An object-centric approach Rob Romijnders Aravindh Mahendran Michael Tschannen Josip Djolonga Marvin Ritter N. Houlsby Mario Lucic OCL SSL 31 8 0 06 Oct 2020
CO2: Consistent Contrast for Unsupervised Visual Representation Learning Chen Wei Huiyu Wang Wei Shen Alan Yuille SSL 36 62 0 05 Oct 2020
Conditional Negative Sampling for Contrastive Learning of Visual Representations Mike Wu Milan Mossé Chengxu Zhuang Daniel L. K. Yamins Noah D. Goodman SSL 36 77 0 05 Oct 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 55 630 0 02 Oct 2020
Understanding Self-supervised Learning with Dual Deep Networks Yuandong Tian Lantao Yu Xinlei Chen Surya Ganguli SSL 13 78 0 01 Oct 2020
Joint Contrastive Learning with Infinite Possibilities Qi Cai Yu Wang Yingwei Pan Ting Yao Tao Mei VLM 22 60 0 30 Sep 2020
Adversarial Semi-Supervised Multi-Domain Tracking Kourosh Meshgi Maryam Sadat Mirzaei 14 1 0 30 Sep 2020
Label-Efficient Multi-Task Segmentation using Contrastive Learning J. Iwasawa Y. Hirano Yohei Sugawara 16 9 0 23 Sep 2020
SelfAugment: Automatic Augmentation Policies for Self-Supervised Learning Colorado Reed Sean L. Metzger A. Srinivas Trevor Darrell Kurt Keutzer SSL 27 49 0 16 Sep 2020
Completely Self-Supervised Crowd Counting via Distribution Matching Deepak Babu Sam Abhinav Agarwalla Jimmy Joseph Vishwanath A. Sindagi R. Venkatesh Babu Vishal M. Patel SSL 22 27 0 14 Sep 2020
A Survey on Machine Learning from Few Samples Jiang Lu Pinghua Gong Jieping Ye Jianwei Zhang Changshu Zhang 19 47 0 06 Sep 2020
Don't miss the Mismatch: Investigating the Objective Function Mismatch for Unsupervised Representation Learning Bonifaz Stuhr Jürgen Brauer 32 1 0 04 Sep 2020
A Framework For Contrastive Self-Supervised Learning And Designing A New Approach William Falcon Kyunghyun Cho SSL 21 103 0 31 Aug 2020
Self-supervised Video Representation Learning by Uncovering Spatio-temporal Statistics Jiangliu Wang Jianbo Jiao Linchao Bao Shengfeng He Wei Liu Yunhui Liu SSL AI4TS 21 55 0 31 Aug 2020
Self-Supervised Learning for Large-Scale Unsupervised Image Clustering Evgenii Zheltonozhskii Chaim Baskin A. Bronstein A. Mendelson SSL 14 10 0 24 Aug 2020
Optimization of Graph Neural Networks with Natural Gradient Descent M. Izadi Yihao Fang R. Stevenson Lizhen Lin GNN 24 41 0 21 Aug 2020
Action-Based Representation Learning for Autonomous Driving Yi Xiao Felipe Codevilla C. Pal Antonio M. López 25 10 0 21 Aug 2020
A Systematic Survey of Regularization and Normalization in GANs Ziqiang Li Muhammad Usman Rentuo Tao Pengfei Xia Xintian Wu Huanhuan Chen Bin Li 27 50 0 19 Aug 2020
Jointly Fine-Tuning "BERT-like" Self Supervised Models to Improve Multimodal Speech Emotion Recognition Shamane Siriwardhana Andrew Reis Rivindu Weerasekera Suranga Nanayakkara 21 112 0 15 Aug 2020
Neural Ray Surfaces for Self-Supervised Learning of Depth and Ego-motion Igor Vasiljevic Vitor Campagnolo Guizilini Rares Ambrus Sudeep Pillai Wolfram Burgard G. Shakhnarovich Adrien Gaidon SSL MDE 36 23 0 15 Aug 2020
Adversarial Knowledge Transfer from Unlabeled Data Akash Gupta Yikang Shen S. Paul Jianming Zhang Amit K. Roy-Chowdhury 18 0 0 13 Aug 2020
Co-training for On-board Deep Object Detection Gabriel Villalonga A. Peña VLM ObjD 23 4 0 12 Aug 2020
Exploring Relations in Untrimmed Videos for Self-Supervised Learning Dezhao Luo Bo Fang Yu Zhou Yucan Zhou Dayan Wu Weiping Wang 33 21 0 06 Aug 2020
Learning Visual Representations with Caption Annotations Mert Bulent Sariyildiz J. Perez Diane Larlus VLM SSL 21 159 0 04 Aug 2020
LoCo: Local Contrastive Representation Learning Yuwen Xiong Mengye Ren R. Urtasun SSL DRL 37 69 0 04 Aug 2020
Predicting What You Already Know Helps: Provable Self-Supervised Learning Jason D. Lee Qi Lei Nikunj Saunshi Jiacheng Zhuo SSL 19 186 0 03 Aug 2020
Self-supervised Learning of Point Clouds via Orientation Estimation Omid Poursaeed Tianxing Jiang Quintessa Qiao N. Xu Vladimir G. Kim 3DPC SSL 11 116 0 01 Aug 2020
Uncovering the structure of clinical EEG signals with self-supervised learning Hubert J. Banville O. Chehab Aapo Hyvarinen D. Engemann Alexandre Gramfort 36 195 0 31 Jul 2020
flexgrid2vec: Learning Efficient Visual Representations Vectors Ali Hamdi D. Kim Flora D. Salim SSL GNN 30 7 0 30 Jul 2020
What My Motion tells me about Your Pose: A Self-Supervised Monocular 3D Vehicle Detector Cédric Picron Punarjay Chakravarty Tom Roussel Tinne Tuytelaars 19 0 0 29 Jul 2020
Representation Learning with Video Deep InfoMax R. Devon Hjelm Philip Bachman SSL MDE 26 28 0 27 Jul 2020
Contrastive Visual-Linguistic Pretraining Lei Shi Kai Shuang Shijie Geng Peng Su Zhengkai Jiang Peng Gao Zuohui Fu Gerard de Melo Sen Su VLM SSL CLIP 33 29 0 26 Jul 2020
Self-supervised Learning for Large-scale Item Recommendations Tiansheng Yao Xinyang Yi D. Cheng Felix X. Yu Ting-Li Chen ... Lichan Hong Ed H. Chi S. Tjoa Jieqi Kang Evan Ettinger SSL 25 48 0 25 Jul 2020
Real-World Multi-Domain Data Applications for Generalizations to Clinical Settings Nooshin Mojab Vahid Noroozi Darvin Yi Manoj Prabhakar Nallabothula Abdullah Aleem Phillip S. Yu J. Hallak OOD 17 7 0 24 Jul 2020
Transferred Discrepancy: Quantifying the Difference Between Representations Yunzhen Feng Runtian Zhai Di He Liwei Wang Bin Dong DRL 17 11 0 24 Jul 2020
Reliable Label Bootstrapping for Semi-Supervised Learning Paul Albert Diego Ortego Eric Arazo Noel E. O'Connor Kevin McGuinness SSL 26 5 0 23 Jul 2020
CrossTransformers: spatially-aware few-shot transfer Carl Doersch Ankush Gupta Andrew Zisserman ViT 215 330 0 22 Jul 2020
Exploiting Temporal Coherence for Self-Supervised One-shot Video Re-identification Dripta S. Raychaudhuri Amit K. Roy-Chowdhury 19 11 0 21 Jul 2020
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization Shujun Wang Lequan Yu Caizi Li Chi-Wing Fu Pheng-Ann Heng OOD 29 191 0 18 Jul 2020
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances Jihoon Tack Sangwoo Mo Jongheon Jeong Jinwoo Shin OODD 11 588 0 16 Jul 2020
Automatic Image Labelling at Pixel Level Xiang Zhang Wei Zhang Jinye Peng Jianping Fan VLM SSeg 15 2 0 15 Jul 2020
Tackling the Problem of Limited Data and Annotations in Semantic Segmentation Ahmadreza Jeddi 19 0 0 14 Jul 2020
Temporal Self-Ensembling Teacher for Semi-Supervised Object Detection Cong Chen Shouyang Dong Ye Tian K. Cao Li Liu Yuanhao Guo 28 28 0 13 Jul 2020