What Makes for Good Views for Contrastive Learning?

20 May 2020

Papers citing "What Makes for Good Views for Contrastive Learning?"

50 / 306 papers shown

Title
Differentiable Data Augmentation for Contrastive Sentence Representation Learning Tianduo Wang Wei Lu SSL 32 9 0 29 Oct 2022
Adversarial Pretraining of Self-Supervised Deep Networks: Past, Present and Future Guo-Jun Qi M. Shah SSL 23 8 0 23 Oct 2022
Self-Supervised Pretraining on Satellite Imagery: a Case Study on Label-Efficient Vehicle Detection Jules Bourcier Thomas Floquet G. Dashyan Tugdual Ceillier Alahari Karteek Jocelyn Chanussot SSL 30 1 0 21 Oct 2022
Self-Supervised Learning via Maximum Entropy Coding Xin Liu Zhongdao Wang Yali Li Shengjin Wang SSL 24 40 0 20 Oct 2022
Learning Self-Regularized Adversarial Views for Self-Supervised Vision Transformers Tao Tang Changlin Li Guangrun Wang Kaicheng Yu Xiaojun Chang Xiaodan Liang ViT 28 1 0 16 Oct 2022
Composite Learning for Robust and Effective Dense Predictions Menelaos Kanakis Thomas E. Huang David Brüggemann F. I. F. Richard Yu Luc Van Gool SSL 39 3 0 13 Oct 2022
SDA: Simple Discrete Augmentation for Contrastive Sentence Representation Learning Dongsheng Zhu Zhenyu Mao Jinghui Lu Rui Zhao Fei Tan 28 1 0 08 Oct 2022
Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding Zhichao Yang Shufan Wang Bhanu Pratap Singh Rawat Avijit Mitra Hong-ye Yu 121 49 0 07 Oct 2022
Spectral Augmentation for Self-Supervised Learning on Graphs Lu Lin Jinghui Chen Hongning Wang OOD 32 48 0 02 Oct 2022
What shapes the loss landscape of self-supervised learning? Liu Ziyin Ekdeep Singh Lubana Masakuni Ueda Hidenori Tanaka 50 20 0 02 Oct 2022
Variance Covariance Regularization Enforces Pairwise Independence in Self-Supervised Representations Grégoire Mialon Randall Balestriero Yann LeCun 29 9 0 29 Sep 2022
Non-Linguistic Supervision for Contrastive Learning of Sentence Embeddings Yiren Jian Chongyang Gao Soroush Vosoughi SSL 28 15 0 20 Sep 2022
The Geometry of Self-supervised Learning Models and its Impact on Transfer Learning Romain Cosentino Sarath Shekkizhar Mahdi Soltanolkotabi A. Avestimehr Antonio Ortega SSL 51 7 0 18 Sep 2022
I2CR: Improving Noise Robustness on Keyword Spotting Using Inter-Intra Contrastive Regularization Dianwen Ng J. Yip Tanmay Surana Zhao Yang Chong Zhang Yukun Ma Chongjia Ni Chng Eng Siong B. Ma 35 6 0 14 Sep 2022
Selective Text Augmentation with Word Roles for Low-Resource Text Classification Biyang Guo Songqiao Han Hailiang Huang 6 9 0 04 Sep 2022
Equivariant Self-Supervision for Musical Tempo Estimation Elio Quinton 32 9 0 03 Sep 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 45 113 0 24 Aug 2022
Federated Self-Supervised Contrastive Learning and Masked Autoencoder for Dermatological Disease Diagnosis Yawen Wu Dewen Zeng Zhepeng Wang Yi Sheng Lei Yang A. James Yiyu Shi Jingtong Hu 20 7 0 24 Aug 2022
TaCo: Textual Attribute Recognition via Contrastive Learning Chang Nie Yiqing Hu Yanqiu Qu Hao Liu Deqiang Jiang Bo Ren 27 0 0 22 Aug 2022
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence Kyungmin Lee Jinwoo Shin SSL DRL 29 10 0 12 Aug 2022
Analyzing Data-Centric Properties for Graph Contrastive Learning Puja Trivedi Ekdeep Singh Lubana Mark Heimann Danai Koutra Jayaraman J. Thiagarajan 28 11 0 04 Aug 2022
Automatically Discovering Novel Visual Categories with Self-supervised Prototype Learning Lu Zhang Lu Qi Xu Yang Hong Qiao Ming Yang Zhiyong Liu SSL 38 3 0 01 Aug 2022
SdAE: Self-distillated Masked Autoencoder Yabo Chen Yuchen Liu Dongsheng Jiang Xiaopeng Zhang Wenrui Dai H. Xiong Qi Tian ViT 18 70 0 31 Jul 2022
Improving Fine-tuning of Self-supervised Models with Contrastive Initialization Haolin Pan Yong Guo Qinyi Deng Hao-Fan Yang Yiqun Chen Jian Chen SSL 18 19 0 30 Jul 2022
Time to augment self-supervised visual representation learning A. Aubret M. Ernst Céline Teulière Jochen Triesch 36 10 0 27 Jul 2022
Optimizing transformations for contrastive learning in a differentiable framework Camille Ruppli Pietro Gori R. Ardon Isabelle Bloch MedIm 33 2 0 27 Jul 2022
HyperNet: Self-Supervised Hyperspectral Spatial-Spectral Feature Understanding Network for Hyperspectral Change Detection Meiqi Hu Chen Wu L. Zhang SSL 31 57 0 20 Jul 2022
Adversarial Contrastive Learning via Asymmetric InfoNCE Qiying Yu Jieming Lou Xianyuan Zhan Qizhang Li W. Zuo Yang Liu Jingjing Liu AAML 28 23 0 18 Jul 2022
Self-supervised Learning with Local Contrastive Loss for Detection and Semantic Segmentation Ashraful Islam Bengt Lundell H. Sawhney Sudipta N. Sinha Peter Morales Richard J. Radke SSL 31 9 0 10 Jul 2022
Pixel-level Correspondence for Self-Supervised Learning from Video Yash Sharma Yi Zhu Chris Russell Thomas Brox SSL 20 4 0 08 Jul 2022
Unsupervised Learning for Human Sensing Using Radio Signals Tianhong Li Lijie Fan Yuan. Yuan Dina Katabi SSL 39 34 0 06 Jul 2022
Block-SCL: Blocking Matters for Supervised Contrastive Learning in Product Matching Mario Almagro David Jiménez-Cabello Diego Ortego Emilio Almazán Eva Martínez 19 3 0 05 Jul 2022
Factorizing Knowledge in Neural Networks Xingyi Yang Jingwen Ye Xinchao Wang MoMe 41 121 0 04 Jul 2022
Detecting Arbitrary Order Beneficial Feature Interactions for Recommender Systems Yixin Su Yunxiang Zhao S. Erfani Junhao Gan Rui Zhang 66 24 0 28 Jun 2022
Towards Galaxy Foundation Models with Hybrid Contrastive Learning Mike Walmsley I. V. Slijepcevic Micah Bowles A. Scaife VLM 40 15 0 23 Jun 2022
Utilizing Expert Features for Contrastive Learning of Time-Series Representations Manuel Nonnenmacher Lukas Oldenburg Ingo Steinwart David Reeb AI4TS 23 21 0 23 Jun 2022
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Wouter Van Gansbeke Simon Vandenhende Luc Van Gool 39 55 0 13 Jun 2022
Contrastive Learning for Unsupervised Domain Adaptation of Time Series Yilmazcan Ozyurt Stefan Feuerriegel Ce Zhang AI4TS 31 45 0 13 Jun 2022
From Labels to Priors in Capsule Endoscopy: A Prior Guided Approach for Improving Generalization with Few Labels Anuja Vats A. Mohammed Marius Pedersen OOD 11 7 0 10 Jun 2022
COSTA: Covariance-Preserving Feature Augmentation for Graph Contrastive Learning Yifei Zhang Hao Zhu Zixing Song Piotr Koniusz Iriwn King 36 90 0 09 Jun 2022
Extreme Masking for Learning Instance and Distributed Visual Representations Zhirong Wu Zihang Lai Xiao Sun Stephen Lin 32 22 0 09 Jun 2022
MSR: Making Self-supervised learning Robust to Aggressive Augmentations Ying-Long Bai Erkun Yang Zhaoqing Wang Yuxuan Du Bo Han Cheng Deng Dadong Wang Tongliang Liu SSL 23 3 0 04 Jun 2022
Analysis of Augmentations for Contrastive ECG Representation Learning S. Soltanieh Ali Etemad J. Hashemi SSL 16 19 0 30 May 2022
Gacs-Korner Common Information Variational Autoencoder Michael Kleinman Alessandro Achille Stefano Soatto J. Kao CML DRL 29 12 0 24 May 2022
Masked Image Modeling with Denoising Contrast Kun Yi Yixiao Ge Xiaotong Li Shusheng Yang Dian Li Jianping Wu Ying Shan Xiaohu Qie VLM 30 51 0 19 May 2022
Attention-aware contrastive learning for predicting T cell receptor-antigen binding specificity Yiming Fang Xuejun Liu Hui Liu 18 11 0 17 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 28 159 0 16 May 2022
Toward a Geometrical Understanding of Self-supervised Contrastive Learning Romain Cosentino Anirvan M. Sengupta Salman Avestimehr Mahdi Soltanolkotabi Antonio Ortega Ted Willke Mariano Tepper SSL 39 17 0 13 May 2022
The Mechanism of Prediction Head in Non-contrastive Self-supervised Learning Zixin Wen Yuanzhi Li SSL 27 34 0 12 May 2022
Embodied vision for learning object representations A. Aubret Céline Teulière Jochen Triesch OCL 32 1 0 12 May 2022