A Simple Framework for Contrastive Learning of Visual Representations

13 February 2020

Papers citing "A Simple Framework for Contrastive Learning of Visual Representations"

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Title
Self-Supervised Multisensor Change Detection Sudipan Saha Patrick Ebel Xiaoxiang Zhu SSL 10 80 0 12 Feb 2021
High-Performance Large-Scale Image Recognition Without Normalization Andrew Brock Soham De Samuel L. Smith Karen Simonyan VLM 223 512 0 11 Feb 2021
Deep Learning with Label Differential Privacy Badih Ghazi Noah Golowich Ravi Kumar Pasin Manurangsi Chiyuan Zhang 39 144 0 11 Feb 2021
Enhancing Audio Augmentation Methods with Consistency Learning Turab Iqbal Karim Helwani A. Krishnaswamy Wenwu Wang 21 4 0 09 Feb 2021
Quantifying and Mitigating Privacy Risks of Contrastive Learning Xinlei He Yang Zhang 11 51 0 08 Feb 2021
Self-supervised driven consistency training for annotation efficient histopathology image analysis C. Srinidhi Seung Wook Kim Fu-Der Chen Anne L. Martel SSL 16 109 0 07 Feb 2021
Multi-Task Self-Supervised Pre-Training for Music Classification Ho-Hsiang Wu Chieh-Chi Kao Qingming Tang Ming Sun Brian McFee J. P. Bello Chao Wang SSL 26 37 0 05 Feb 2021
Embodied Intelligence via Learning and Evolution Agrim Gupta Silvio Savarese Surya Ganguli Li Fei-Fei AI4CE 22 230 0 03 Feb 2021
Trusted Multi-View Classification Zongbo Han Changqing Zhang H. Fu Joey Tianyi Zhou EDL 21 164 0 03 Feb 2021
General-Purpose Speech Representation Learning through a Self-Supervised Multi-Granularity Framework Yucheng Zhao Dacheng Yin Chong Luo Zhiyuan Zhao Chuanxin Tang Wenjun Zeng Zhengjun Zha SSL 11 6 0 03 Feb 2021
Exploring Deep Neural Networks via Layer-Peeled Model: Minority Collapse in Imbalanced Training Cong Fang Hangfeng He Qi Long Weijie J. Su FAtt 122 165 0 29 Jan 2021
Bottleneck Transformers for Visual Recognition A. Srinivas Tsung-Yi Lin Niki Parmar Jonathon Shlens Pieter Abbeel Ashish Vaswani SLR 272 979 0 27 Jan 2021
Calibrating and Improving Graph Contrastive Learning Kaili Ma Haochen Yang Han Yang Yongqiang Chen James Cheng 35 6 0 27 Jan 2021
Deep One-Class Classification via Interpolated Gaussian Descriptor Yuanhong Chen Yu Tian Guansong Pang G. Carneiro VLM 16 96 0 25 Jan 2021
Contrastive Prototype Learning with Augmented Embeddings for Few-Shot Learning Yizhao Gao Nanyi Fei Guangzhen Liu Zhiwu Lu Tao Xiang Songfang Huang 53 35 0 23 Jan 2021
Pre-training without Natural Images Hirokatsu Kataoka Kazushige Okayasu Asato Matsumoto Eisuke Yamagata Ryosuke Yamada Nakamasa Inoue Akio Nakamura Y. Satoh 79 116 0 21 Jan 2021
Exponential Moving Average Normalization for Self-supervised and Semi-supervised Learning Zhaowei Cai Avinash Ravichandran Subhransu Maji Charless C. Fowlkes Z. Tu Stefano Soatto 34 118 0 21 Jan 2021
Momentum^2 Teacher: Momentum Teacher with Momentum Statistics for Self-Supervised Learning Zeming Li Songtao Liu Jian-jun Sun 38 16 0 19 Jan 2021
Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup Luyu Gao Yunyi Zhang Jiawei Han Jamie Callan 20 90 0 18 Jan 2021
Label Contrastive Coding based Graph Neural Network for Graph Classification Yuxiang Ren Jiyang Bai Jiawei Zhang 29 26 0 14 Jan 2021
Learning to Anticipate Egocentric Actions by Imagination Yu Wu Linchao Zhu Xiaohan Wang Yi Yang Fei Wu EgoV 77 69 0 13 Jan 2021
Cross-Modal Contrastive Learning for Text-to-Image Generation Han Zhang Jing Yu Koh Jason Baldridge Honglak Lee Yinfei Yang GAN 20 355 0 12 Jan 2021
Self-Supervised Pretraining of 3D Features on any Point-Cloud Zaiwei Zhang Rohit Girdhar Armand Joulin Ishan Misra 3DPC 124 268 0 07 Jan 2021
Learning Temporal Dynamics from Cycles in Narrated Video Dave Epstein Jiajun Wu Cordelia Schmid Chen Sun AI4TS 30 14 0 07 Jan 2021
AutoDropout: Learning Dropout Patterns to Regularize Deep Networks Hieu H. Pham Quoc V. Le 66 56 0 05 Jan 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir F. Khan M. Shah ViT 227 2,428 0 04 Jan 2021
Learning the Predictability of the Future Dídac Surís Ruoshi Liu Carl Vondrick 16 71 0 01 Jan 2021
CLEAR: Contrastive Learning for Sentence Representation Zhuofeng Wu Sinong Wang Jiatao Gu Madian Khabsa Fei Sun Hao Ma SSL 25 319 0 31 Dec 2020
P4Contrast: Contrastive Learning with Pairs of Point-Pixel Pairs for RGB-D Scene Understanding Yunze Liu Li Yi Shanghang Zhang Qingnan Fan Thomas Funkhouser Hao Dong SSL 18 58 0 24 Dec 2020
Social NCE: Contrastive Learning of Socially-aware Motion Representations Yuejiang Liu Qi Yan Alexandre Alahi 24 101 0 21 Dec 2020
Exploring Data-Efficient 3D Scene Understanding with Contrastive Scene Contexts Ji Hou Benjamin Graham Matthias Nießner Saining Xie 3DPC 37 263 0 16 Dec 2020
R $^2$ -Net: Relation of Relation Learning Network for Sentence Semantic Matching Kun Zhang Le Wu Guangyi Lv Meng Wang Enhong Chen Shulan Ruan 25 20 0 16 Dec 2020
Trex: Learning Execution Semantics from Micro-Traces for Binary Similarity Kexin Pei Zhou Xuan Junfeng Yang Suman Jana Baishakhi Ray 16 88 0 16 Dec 2020
Understanding the Behaviour of Contrastive Loss Feng Wang Huaping Liu SSL 17 664 0 15 Dec 2020
Aggregative Self-Supervised Feature Learning from a Limited Sample Jiuwen Zhu Yuexiang Li S. Kevin Zhou SSL 17 0 0 14 Dec 2020
LRC-BERT: Latent-representation Contrastive Knowledge Distillation for Natural Language Understanding Hao Fu Shaojun Zhou Qihong Yang Junjie Tang Guiquan Liu Kaikui Liu Xiaolong Li 27 57 0 14 Dec 2020
Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer Jian Liang Dapeng Hu Yunbo Wang R. He Jiashi Feng 140 250 0 14 Dec 2020
Information-Theoretic Segmentation by Inpainting Error Maximization Pedro H. P. Savarese Sunnie S. Y. Kim Michael Maire G. Shakhnarovich David A. McAllester 22 29 0 14 Dec 2020
Contrastive Learning with Adversarial Perturbations for Conditional Text Generation Seanie Lee Dong Bok Lee Sung Ju Hwang 13 106 0 14 Dec 2020
Self-supervised Text-independent Speaker Verification using Prototypical Momentum Contrastive Learning Wei Xia Chunlei Zhang Chao Weng Meng Yu Dong Yu SSL 12 77 0 13 Dec 2020
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Yin Cui A. Srinivas Rui Qian Tsung-Yi Lin E. D. Cubuk Quoc V. Le Barret Zoph ISeg 226 968 0 13 Dec 2020
InferCode: Self-Supervised Learning of Code Representations by Predicting Subtrees Nghi D. Q. Bui Yijun Yu Lingxiao Jiang SSL 23 104 0 13 Dec 2020
Contrastive Learning for Label-Efficient Semantic Segmentation Xiangyu Zhao Raviteja Vemulapalli Philip Mansfield Boqing Gong Bradley Green Lior Shapira Ying Nian Wu SSL SSeg 17 174 0 13 Dec 2020
A Comprehensive Study of Deep Video Action Recognition Yi Zhu Xinyu Li Chunhui Liu Mohammadreza Zolfaghari Yuanjun Xiong Chongruo Wu Zhi-Li Zhang Joseph Tighe R. Manmatha Mu Li VLM AI4TS 30 184 0 11 Dec 2020
Context Matters: Graph-based Self-supervised Representation Learning for Medical Images Li Sun Ke Yu Kayhan Batmanghelich SSL 22 23 0 11 Dec 2020
Concept Generalization in Visual Representation Learning Mert Bulent Sariyildiz Yannis Kalantidis Diane Larlus Alahari Karteek SSL 21 50 0 10 Dec 2020
Debiased-CAM to mitigate image perturbations with faithful visual explanations of machine learning Wencan Zhang Mariella Dimiccoli Brian Y. Lim FAtt 16 18 0 10 Dec 2020
Contrastive Predictive Coding for Human Activity Recognition H. Haresamudram Irfan Essa Thomas Ploetz 30 118 0 09 Dec 2020
Contrastive Transformation for Self-supervised Correspondence Learning Ning Wang Wen-gang Zhou Houqiang Li VOS 16 33 0 09 Dec 2020
Conditional Generation of Medical Images via Disentangled Adversarial Inference Mohammad Havaei Ximeng Mao Yiping Wang Qicheng Lao GAN MedIm 16 20 0 08 Dec 2020