Data-Efficient Image Recognition with Contrastive Predictive Coding

22 May 2019

Ali Razavi

Papers citing "Data-Efficient Image Recognition with Contrastive Predictive Coding"

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Title
A Low Rank Promoting Prior for Unsupervised Contrastive Learning Yu Wang Jingyang Lin Qi Cai Yingwei Pan Ting Yao Hongyang Chao Tao Mei SSL 27 16 0 05 Aug 2021
AASAE: Augmentation-Augmented Stochastic Autoencoders William Falcon A. Jha Teddy Koker Kyunghyun Cho 13 0 0 26 Jul 2021
Trip-ROMA: Self-Supervised Learning with Triplets and Random Mappings Wenbin Li Xuesong Yang Meihao Kong Lei Wang Jing Huo Yang Gao Jiebo Luo 11 0 0 22 Jul 2021
Small-Text: Active Learning for Text Classification in Python Christopher Schröder Lydia Muller A. Niekler Martin Potthast CLIP VLM AI4CE 31 23 0 21 Jul 2021
Contrastive Predictive Coding for Anomaly Detection Puck de Haan Sindy Löwe UQCV SSL 29 19 0 16 Jul 2021
On the Importance of Regularisation & Auxiliary Information in OOD Detection John Mitros Brian Mac Namee 21 2 0 15 Jul 2021
Self-Supervised Multi-Modal Alignment for Whole Body Medical Imaging Rhydian Windsor A. Jamaludin T. Kadir Andrew Zisserman 24 16 0 14 Jul 2021
Towards Unsupervised Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Peng Cui Zheyan Shen Haoxin Liu OOD AI4CE 20 49 0 13 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 19 4 0 13 Jul 2021
Contrastive Learning for Robust Android Malware Familial Classification Yueming Wu Shihan Dou Deqing Zou Wei Yang Weizhong Qiang Hai Jin AAML 16 13 0 08 Jul 2021
Challenges for machine learning in clinical translation of big data imaging studies Nicola K. Dinsdale Emma Bluemke V. Sundaresan M. Jenkinson Stephen Smith Ana I. L. Namburete AI4CE 32 41 0 07 Jul 2021
Predicting with Confidence on Unseen Distributions Devin Guillory Vaishaal Shankar Sayna Ebrahimi Trevor Darrell Ludwig Schmidt UQCV OOD 20 115 0 07 Jul 2021
SelfCF: A Simple Framework for Self-supervised Collaborative Filtering Xin Zhou Aixin Sun Yong-jin Liu Jie M. Zhang C. Miao SSL 25 76 0 07 Jul 2021
Detecting Outliers with Poisson Image Interpolation Jeremy Tan Benjamin Hou Thomas Day J. Simpson Daniel Rueckert Bernhard Kainz MedIm 6 47 0 06 Jul 2021
Improving Text-to-Image Synthesis Using Contrastive Learning Hui Ye Xiulong Yang Martin Takáč Rajshekhar Sunderraman Shihao Ji 9 83 0 06 Jul 2021
Distance-based Hyperspherical Classification for Multi-source Open-Set Domain Adaptation S. Bucci Francesco Cappio Borlino Barbara Caputo Tatiana Tommasi VLM 27 14 0 05 Jul 2021
Simpler, Faster, Stronger: Breaking The log-K Curse On Contrastive Learners With FlatNCE Junya Chen Zhe Gan Xuan Li Qing Guo Liqun Chen ... Belinda Zeng Wenlian Lu Fan Li Lawrence Carin Chenyang Tao 30 28 0 02 Jul 2021
Leveraging Hidden Structure in Self-Supervised Learning Emanuele Sansone SSL 20 0 0 30 Jun 2021
Exploring Localization for Self-supervised Fine-grained Contrastive Learning Di Wu Siyuan Li Z. Zang Stan Z. Li SSL 24 8 0 30 Jun 2021
SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption Dara Bahri Heinrich Jiang Yi Tay Donald Metzler SSL 17 163 0 29 Jun 2021
OpenCoS: Contrastive Semi-supervised Learning for Handling Open-set Unlabeled Data Jongjin Park Sukmin Yun Jongheon Jeong Jinwoo Shin 20 29 0 29 Jun 2021
A Theory-Driven Self-Labeling Refinement Method for Contrastive Representation Learning Pan Zhou Caiming Xiong Xiaotong Yuan S. Hoi SSL 14 12 0 28 Jun 2021
Bootstrap Representation Learning for Segmentation on Medical Volumes and Sequences Zejian Chen Wei Zhuo Tianfu Wang Wufeng Xue Dong Ni 24 5 0 23 Jun 2021
Unsupervised Object-Level Representation Learning from Scene Images Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL OCL 28 73 0 22 Jun 2021
Practical Assessment of Generalization Performance Robustness for Deep Networks via Contrastive Examples Xuanyu Wu Xuhong Li Haoyi Xiong Xiao Zhang Siyu Huang Dejing Dou 13 1 0 20 Jun 2021
Deep Contrastive Graph Representation via Adaptive Homotopy Learning Rui Zhang Chen Lu Ziheng Jiao Xuelong Li 13 4 0 17 Jun 2021
$C^3$ : Compositional Counterfactual Contrastive Learning for Video-grounded Dialogues Hung Le Nancy F. Chen S. Hoi 13 2 0 16 Jun 2021
Watching Too Much Television is Good: Self-Supervised Audio-Visual Representation Learning from Movies and TV Shows Mahdi M. Kalayeh Nagendra Kamath Lingyi Liu Ashok Chandrashekar SSL 19 2 0 16 Jun 2021
Self-Supervised Learning with Kernel Dependence Maximization Yazhe Li Roman Pogodin Danica J. Sutherland A. Gretton SSL 19 77 0 15 Jun 2021
Temporal Predictive Coding For Model-Based Planning In Latent Space Tung D. Nguyen Rui Shu Tu Pham Hung Bui Stefano Ermon OffRL 6 56 0 14 Jun 2021
Contrastive Attention for Automatic Chest X-ray Report Generation Fenglin Liu Changchang Yin Xian Wu Shen Ge Yuexian Zou Ping Zhang Yuexian Zou Xu Sun MedIm 11 146 0 13 Jun 2021
Cross-Modal Attention Consistency for Video-Audio Unsupervised Learning Shaobo Min Qi Dai Hongtao Xie Chuang Gan Yongdong Zhang Jingdong Wang SSL 16 7 0 13 Jun 2021
D2C: Diffusion-Denoising Models for Few-shot Conditional Generation Abhishek Sinha Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 21 118 0 12 Jun 2021
PeCLR: Self-Supervised 3D Hand Pose Estimation from monocular RGB via Equivariant Contrastive Learning Adrian Spurr Aneesh Dahiya Xi Wang Xucong Zhang Otmar Hilliges SSL 3DH 23 2 0 10 Jun 2021
Adversarial Graph Augmentation to Improve Graph Contrastive Learning Susheel Suresh Pan Li Cong Hao Jennifer Neville AAML 16 333 0 10 Jun 2021
Generative Models as a Data Source for Multiview Representation Learning Ali Jahanian Xavier Puig Yonglong Tian Phillip Isola 20 124 0 09 Jun 2021
I Don't Need u: Identifiable Non-Linear ICA Without Side Information M. Willetts Brooks Paige CML OOD 8 22 0 09 Jun 2021
Pretrained Encoders are All You Need Mina Khan P. Srivatsa Advait Rane Shriram Chenniappa Rishabh Anand Sherjil Ozair Pattie Maes SSL VLM 23 6 0 09 Jun 2021
Pretraining Representations for Data-Efficient Reinforcement Learning Max Schwarzer Nitarshan Rajkumar Michael Noukhovitch Ankesh Anand Laurent Charlin Devon Hjelm Philip Bachman Aaron Courville OffRL 34 114 0 09 Jun 2021
Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained Models Chenfeng Xu Shijia Yang Tomer Galanti Bichen Wu Xiangyu Yue Bohan Zhai Wei Zhan Peter Vajda Kurt Keutzer M. Tomizuka 3DPC 33 53 0 08 Jun 2021
Large-scale Unsupervised Semantic Segmentation Shangqi Gao Zhong-Yu Li Ming-Hsuan Yang Mingg-Ming Cheng Junwei Han Philip H. S. Torr UQCV 38 84 0 06 Jun 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 53 96 0 17 May 2021
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning Adrien Bardes Jean Ponce Yann LeCun SSL DML 56 900 0 11 May 2021
Contrastive Attraction and Contrastive Repulsion for Representation Learning Huangjie Zheng Xu Chen Jiangchao Yao Hongxia Yang Chunyuan Li Ya-Qin Zhang Hao Zhang Ivor Tsang Jingren Zhou Mingyuan Zhou SSL 39 12 0 08 May 2021
On Feature Decorrelation in Self-Supervised Learning Tianyu Hua Wenxiao Wang Zihui Xue Sucheng Ren Yue Wang Hang Zhao SSL OOD 119 187 0 02 May 2021
A Good Image Generator Is What You Need for High-Resolution Video Synthesis Yu Tian Jian Ren Menglei Chai Kyle Olszewski Xi Peng Dimitris N. Metaxas Sergey Tulyakov VGen 51 183 0 30 Apr 2021
A Large-Scale Study on Unsupervised Spatiotemporal Representation Learning Christoph Feichtenhofer Haoqi Fan Bo Xiong Ross B. Girshick Kaiming He SSL AI4TS 25 257 0 29 Apr 2021
Shot Contrastive Self-Supervised Learning for Scene Boundary Detection Shixing Chen Xiaohan Nie David D. Fan Dongqing Zhang Vimal Bhat Raffay Hamid SSL 22 62 0 28 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 31 40 0 19 Apr 2021
Data-Efficient Language-Supervised Zero-Shot Learning with Self-Distillation Rui Cheng Bichen Wu Peizhao Zhang Peter Vajda Joseph E. Gonzalez CLIP VLM 21 31 0 18 Apr 2021