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
MemSAC: Memory Augmented Sample Consistency for Large Scale Unsupervised Domain Adaptation Tarun Kalluri Astuti Sharma Manmohan Chandraker 20 18 0 25 Jul 2022
A Deep Dive into Deep Cluster Ahmad Mustapha Wael Khreich Wasim Masr SSL VLM 11 2 0 24 Jul 2022
Self-supervised contrastive learning of echocardiogram videos enables label-efficient cardiac disease diagnosis G. Holste Evangelos K. Oikonomou Bobak J. Mortazavi Zhangyang Wang Rohan Khera 14 9 0 23 Jul 2022
Decoupled Adversarial Contrastive Learning for Self-supervised Adversarial Robustness Chaoning Zhang Kang Zhang Chenshuang Zhang Axi Niu Jiu Feng Chang-Dong Yoo In So Kweon SSL 35 24 0 22 Jul 2022
In Defense of Online Models for Video Instance Segmentation Junfeng Wu Qihao Liu Yi-Xin Jiang S. Bai Alan Yuille Xiang Bai 22 108 0 21 Jul 2022
Uncertainty in Contrastive Learning: On the Predictability of Downstream Performance Shervin Ardeshir Navid Azizan SSL UQCV 23 9 0 19 Jul 2022
Action-based Contrastive Learning for Trajectory Prediction Marah Halawa Olaf Hellwich Pia Bideau 14 29 0 18 Jul 2022
Fast-MoCo: Boost Momentum-based Contrastive Learning with Combinatorial Patches Yuanzheng Ci Chen Lin Lei Bai Wanli Ouyang SSL 23 23 0 17 Jul 2022
Bootstrapped Masked Autoencoders for Vision BERT Pretraining Xiaoyi Dong Jianmin Bao Ting Zhang Dongdong Chen Weiming Zhang Lu Yuan Dong Chen Fang Wen Nenghai Yu 22 75 0 14 Jul 2022
An Asymmetric Contrastive Loss for Handling Imbalanced Datasets V. Vito L. Y. Stefanus 7 10 0 14 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 13 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
LaTeRF: Label and Text Driven Object Radiance Fields Ashkan Mirzaei Yash Kant Jonathan Kelly Igor Gilitschenski 22 36 0 04 Jul 2022
Dissecting Self-Supervised Learning Methods for Surgical Computer Vision Sanat Ramesh V. Srivastav Deepak Alapatt Tong Yu Aditya Murali ... Saurav Sharma A. Fleurentin Georgios Exarchakis Alexandros Karargyris N. Padoy 18 42 0 01 Jul 2022
Interventional Contrastive Learning with Meta Semantic Regularizer Wenwen Qiang Jiangmeng Li Changwen Zheng Bing-Huang Su Hui Xiong 13 23 0 29 Jun 2022
EBMs vs. CL: Exploring Self-Supervised Visual Pretraining for Visual Question Answering Violetta Shevchenko Ehsan Abbasnejad A. Dick A. Hengel Damien Teney 41 0 0 29 Jun 2022
Semi-supervised Contrastive Outlier removal for Pseudo Expectation Maximization (SCOPE) Sumeet Menon David Chapman 13 0 0 28 Jun 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 19 218 0 27 Jun 2022
Analysis of Self-Supervised Learning and Dimensionality Reduction Methods in Clustering-Based Active Learning for Speech Emotion Recognition Einari Vaaras Manu Airaksinen Okko Rasanen 17 5 0 21 Jun 2022
Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning M. Gwilliam Abhinav Shrivastava SSL 76 19 1 16 Jun 2022
Look, Radiate, and Learn: Self-Supervised Localisation via Radio-Visual Correspondence Mohammed Alloulah Maximilian Arnold SSL 21 2 0 13 Jun 2022
Virtual embeddings and self-consistency for self-supervised learning T. Bdair Hossam Abdelhamid Nassir Navab Shadi Albarqouni SSL 11 0 0 13 Jun 2022
Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis Mengwei Ren Neel Dey Martin Styner K. Botteron Guido Gerig 19 18 0 09 Jun 2022
Spatial Cross-Attention Improves Self-Supervised Visual Representation Learning M. Seyfi Amin Banitalebi-Dehkordi Yong Zhang SSL 11 0 0 07 Jun 2022
Extending Momentum Contrast with Cross Similarity Consistency Regularization M. Seyfi Amin Banitalebi-Dehkordi Yong Zhang SSL 36 11 0 07 Jun 2022
Consensus Learning for Cooperative Multi-Agent Reinforcement Learning Zhiwei Xu Bin Zhang Dapeng Li Zeren Zhang Guangchong Zhou Hao Chen Guoliang Fan 16 14 0 06 Jun 2022
Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data Shohreh Deldari Hao Xue Aaqib Saeed Jiayuan He Daniel V. Smith Flora D. Salim AI4TS 25 37 0 06 Jun 2022
Hyperspherical Consistency Regularization Cheng Tan Zhangyang Gao Lirong Wu Siyuan Li Stan Z. Li 30 24 0 02 Jun 2022
Multi-scale frequency separation network for image deblurring Yanni Zhang Qiangjie Li Miao Qi Di Liu Jun Kong Jianzhong Wang 13 32 0 01 Jun 2022
Generalized Supervised Contrastive Learning Jaewon Kim Hyuk-Gi Lee Jooyoung Chang S. Park SSL AILaw 21 1 0 01 Jun 2022
Frustratingly Easy Regularization on Representation Can Boost Deep Reinforcement Learning Qiang He Huangyuan Su Jieyu Zhang Xinwen Hou OOD OffRL 20 6 0 29 May 2022
Unsupervised learning of features and object boundaries from local prediction Heiko H. Schutt W. Ma SSL 19 0 0 27 May 2022
Image Harmonization with Region-wise Contrastive Learning Jing Liang Chi-Man Pun 31 4 0 27 May 2022
Naive Few-Shot Learning: Uncovering the fluid intelligence of machines T. Barak Y. Loewenstein AIMat 22 0 0 24 May 2022
Multi-Augmentation for Efficient Visual Representation Learning for Self-supervised Pre-training Van-Nhiem Tran Chi-En Huang Shenxiu Liu Kaicheng Yang Timothy Ko Yung-Hui Li SSL 25 0 0 24 May 2022
Conditional Supervised Contrastive Learning for Fair Text Classification Jianfeng Chi Will Shand Yaodong Yu Kai-Wei Chang Han Zhao Yuan Tian FaML 46 14 0 23 May 2022
Decoder Denoising Pretraining for Semantic Segmentation Emmanuel B. Asiedu Simon Kornblith Ting Chen Niki Parmar Matthias Minderer Mohammad Norouzi AI4CE 193 26 0 23 May 2022
TTAPS: Test-Time Adaption by Aligning Prototypes using Self-Supervision Alexander Bartler Florian Bender Felix Wiewel B. Yang TTA 38 9 0 18 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
So Different Yet So Alike! Constrained Unsupervised Text Style Transfer Abhinav Ramesh Kashyap Devamanyu Hazarika Min-Yen Kan Roger Zimmermann Soujanya Poria GAN 16 12 0 09 May 2022
Revisiting Pretraining for Semi-Supervised Learning in the Low-Label Regime Xun Xu Jingyi Liao Lile Cai M. Nguyen Kangkang Lu Wanyue Zhang Yasin Yazici Chuan-Sheng Foo 21 6 0 06 May 2022
Zero-Episode Few-Shot Contrastive Predictive Coding: Solving intelligence tests without prior training T. Barak Y. Loewenstein 11 0 0 04 May 2022
UCL-Dehaze: Towards Real-world Image Dehazing via Unsupervised Contrastive Learning Yongzhen Wang Xu Yan F. Wang H. Xie Wenhan Yang Mingqiang Wei J. Qin 23 48 0 04 May 2022
On Negative Sampling for Audio-Visual Contrastive Learning from Movies Mahdi M. Kalayeh Shervin Ardeshir Lingyi Liu Nagendra Kamath Ashok Chandrashekar SSL 22 3 0 29 Apr 2022
SCS-Co: Self-Consistent Style Contrastive Learning for Image Harmonization Yucheng Hang Bin Xia Wenming Yang Q. Liao 12 44 0 29 Apr 2022
Use All The Labels: A Hierarchical Multi-Label Contrastive Learning Framework Shu Zhen Zhang Ran Xu Caiming Xiong Chetan Ramaiah SSL 17 68 0 27 Apr 2022
Exploring Negatives in Contrastive Learning for Unpaired Image-to-Image Translation Yu-Hsiang Lin Sen Zhang Tianshui Chen Yongyi Lu G. Li Yukai Shi SSL 28 20 0 23 Apr 2022
Adversarial Contrastive Learning by Permuting Cluster Assignments Muntasir Wahed Afrina Tabassum Ismini Lourentzou SSL 18 5 0 21 Apr 2022
Self-supervised Learning for Sonar Image Classification Alan Preciado-Grijalva Bilal Wehbe M. B. Firvida Matias Valdenegro-Toro SSL 38 16 0 20 Apr 2022