Revisiting Self-Supervised Visual Representation Learning

25 January 2019

Papers citing "Revisiting Self-Supervised Visual Representation Learning"

50 / 134 papers shown

Title
Dense Contrastive Visual-Linguistic Pretraining Lei Shi Kai Shuang Shijie Geng Peng Gao Zuohui Fu Gerard de Melo Yunpeng Chen Sen Su VLM SSL 54 10 0 24 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 14 0 0 20 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 22 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
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 50 63 0 12 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 32 16 0 05 Aug 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 31 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 30 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 24 124 0 29 Jun 2021
LiRA: Learning Visual Speech Representations from Audio through Self-supervision Pingchuan Ma Rodrigo Mira Stavros Petridis Björn W. Schuller M. Pantic SSL 21 53 0 16 Jun 2021
What Does Rotation Prediction Tell Us about Classifier Accuracy under Varying Testing Environments? Weijian Deng Stephen Gould Liang Zheng 30 62 0 10 Jun 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
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 36 40 0 19 Apr 2021
SiT: Self-supervised vIsion Transformer Sara Atito Ali Ahmed Muhammad Awais J. Kittler ViT 36 139 0 08 Apr 2021
Pseudo-supervised Deep Subspace Clustering Juncheng Lv Zhao Kang Xiao Lu Zenglin Xu 27 111 0 08 Apr 2021
Vectorization and Rasterization: Self-Supervised Learning for Sketch and Handwriting A. Bhunia Pinaki Nath Chowdhury Yongxin Yang Timothy M. Hospedales Tao Xiang Yi-Zhe Song SSL 20 59 0 25 Mar 2021
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations Chaitanya K. Ryali D. Schwab Ari S. Morcos SSL 32 9 0 23 Mar 2021
Efficient Visual Pretraining with Contrastive Detection Olivier J. Hénaff Skanda Koppula Jean-Baptiste Alayrac Aaron van den Oord Oriol Vinyals João Carreira VLM SSL 29 162 0 19 Mar 2021
Training GANs with Stronger Augmentations via Contrastive Discriminator Jongheon Jeong Jinwoo Shin 27 65 0 17 Mar 2021
Radar Camera Fusion via Representation Learning in Autonomous Driving Xu Dong Binnan Zhuang Yunxiang Mao Langechuan Liu 15 36 0 14 Mar 2021
Self-Supervised Multi-View Learning via Auto-Encoding 3D Transformations Xiang Gao Wei Hu Guo-Jun Qi 24 6 0 01 Mar 2021
LogME: Practical Assessment of Pre-trained Models for Transfer Learning Kaichao You Yong Liu Jianmin Wang Mingsheng Long 27 178 0 22 Feb 2021
Self-Taught Semi-Supervised Anomaly Detection on Upper Limb X-rays A. Spahr Behzad Bozorgtabar Jean-Philippe Thiran 19 16 0 19 Feb 2021
Understanding Negative Samples in Instance Discriminative Self-supervised Representation Learning Kento Nozawa Issei Sato SSL 22 43 0 13 Feb 2021
Clusterability as an Alternative to Anchor Points When Learning with Noisy Labels Zhaowei Zhu Yiwen Song Yang Liu NoLa 13 91 0 10 Feb 2021
Deep Learning for Scene Classification: A Survey Delu Zeng Minyu Liao M. Tavakolian Yulan Guo Bolei Zhou D. Hu M. Pietikäinen Li Liu VLM 21 27 0 26 Jan 2021
Self-supervised pre-training enhances change detection in Sentinel-2 imagery Marrit Leenstra Diego Marcos F. Bovolo D. Tuia SSL 74 42 0 20 Jan 2021
SEED: Self-supervised Distillation For Visual Representation Zhiyuan Fang Jianfeng Wang Lijuan Wang Lei Zhang Yezhou Yang Zicheng Liu SSL 239 190 0 12 Jan 2021
Self-Supervised Pretraining of 3D Features on any Point-Cloud Zaiwei Zhang Rohit Girdhar Armand Joulin Ishan Misra 3DPC 126 268 0 07 Jan 2021
Aggregative Self-Supervised Feature Learning from a Limited Sample Jiuwen Zhu Yuexiang Li S. Kevin Zhou SSL 27 0 0 14 Dec 2020
InferCode: Self-Supervised Learning of Code Representations by Predicting Subtrees Nghi D. Q. Bui Yijun Yu Lingxiao Jiang SSL 41 104 0 13 Dec 2020
Concept Generalization in Visual Representation Learning Mert Bulent Sariyildiz Yannis Kalantidis Diane Larlus Alahari Karteek SSL 28 50 0 10 Dec 2020
Task Programming: Learning Data Efficient Behavior Representations Jennifer J. Sun Ann Kennedy Eric Zhan David J. Anderson Yisong Yue Pietro Perona 26 48 0 27 Nov 2020
How Well Do Self-Supervised Models Transfer? Linus Ericsson Henry Gouk Timothy M. Hospedales SSL 35 274 0 26 Nov 2020
Supervised Contrastive Learning for Pre-trained Language Model Fine-tuning Beliz Gunel Jingfei Du Alexis Conneau Ves Stoyanov 18 497 0 03 Nov 2020
CLAR: Contrastive Learning of Auditory Representations Haider Al-Tahan Y. Mohsenzadeh SSL 118 56 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 25 41 0 19 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 26 23 0 13 Oct 2020
CO2: Consistent Contrast for Unsupervised Visual Representation Learning Chen Wei Huiyu Wang Wei Shen Alan Yuille SSL 33 62 0 05 Oct 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 32 628 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
SelfAugment: Automatic Augmentation Policies for Self-Supervised Learning Colorado Reed Sean L. Metzger A. Srinivas Trevor Darrell Kurt Keutzer SSL 22 49 0 16 Sep 2020
A Framework For Contrastive Self-Supervised Learning And Designing A New Approach William Falcon Kyunghyun Cho SSL 18 103 0 31 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
Self-supervised Learning of Point Clouds via Orientation Estimation Omid Poursaeed Tianxing Jiang Quintessa Qiao N. Xu Vladimir G. Kim 3DPC SSL 6 116 0 01 Aug 2020
Representation Learning with Video Deep InfoMax R. Devon Hjelm Philip Bachman SSL MDE 26 28 0 27 Jul 2020
Exploiting Temporal Coherence for Self-Supervised One-shot Video Re-identification Dripta S. Raychaudhuri A. Roy-Chowdhury 4 11 0 21 Jul 2020