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
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 19 4 0 18 Apr 2022
SETTI: A Self-supervised Adversarial Malware Detection Architecture in an IoT Environment Marjan Golmaryami R. Taheri Zahra Pooranian Mohammad Shojafar Pei Xiao 22 12 0 16 Apr 2022
Evaluating Vision Transformer Methods for Deep Reinforcement Learning from Pixels Tianxin Tao Daniele Reda M. van de Panne ViT 11 19 0 11 Apr 2022
Self-Labeling Refinement for Robust Representation Learning with Bootstrap Your Own Latent Siddhant Garg Dhruval Jain SSL 39 0 0 09 Apr 2022
Unified Contrastive Learning in Image-Text-Label Space Jianwei Yang Chunyuan Li Pengchuan Zhang Bin Xiao Ce Liu Lu Yuan Jianfeng Gao VLM SSL 34 219 0 07 Apr 2022
Learning from Untrimmed Videos: Self-Supervised Video Representation Learning with Hierarchical Consistency Zhiwu Qing Shiwei Zhang Ziyuan Huang Yi Tian Xu Xiang Wang Mingqian Tang Changxin Gao Rong Jin Nong Sang SSL AI4TS 23 17 0 06 Apr 2022
CL-XABSA: Contrastive Learning for Cross-lingual Aspect-based Sentiment Analysis Nankai Lin Yingwen Fu Xiaotian Lin Aimin Yang Shengyi Jiang 32 16 0 02 Apr 2022
Dual Temperature Helps Contrastive Learning Without Many Negative Samples: Towards Understanding and Simplifying MoCo Chaoning Zhang Kang Zhang T. Pham Axi Niu Zhinan Qiao Chang-Dong Yoo In So Kweon 22 54 0 30 Mar 2022
Image-to-Lidar Self-Supervised Distillation for Autonomous Driving Data Corentin Sautier Gilles Puy Spyros Gidaris Alexandre Boulch Andrei Bursuc Renaud Marlet 3DPC 17 117 0 30 Mar 2022
Contrasting the landscape of contrastive and non-contrastive learning Ashwini Pokle Jinjin Tian Yuchen Li Andrej Risteski SSL 30 28 0 29 Mar 2022
mc-BEiT: Multi-choice Discretization for Image BERT Pre-training Xiaotong Li Yixiao Ge Kun Yi Zixuan Hu Ying Shan Ling-yu Duan 37 38 0 29 Mar 2022
CaCo: Both Positive and Negative Samples are Directly Learnable via Cooperative-adversarial Contrastive Learning Xiao Wang Yuhang Huang Dan Zeng Guo-Jun Qi SSL 11 16 0 27 Mar 2022
Self-Supervised Predictive Learning: A Negative-Free Method for Sound Source Localization in Visual Scenes Zengjie Song Yuxi Wang Junsong Fan T. Tan Zhaoxiang Zhang SSL 16 42 0 25 Mar 2022
Rebalanced Siamese Contrastive Mining for Long-Tailed Recognition Zhisheng Zhong Jiequan Cui Zeming Li Eric Lo Jian-jun Sun Jiaya Jia SSL 15 4 0 22 Mar 2022
Partitioning Image Representation in Contrastive Learning Hyunsub Lee Heeyoul Choi SSL DRL 17 1 0 20 Mar 2022
CoGS: Controllable Generation and Search from Sketch and Style Cusuh Ham Gemma Canet Tarrés Tu Bui James Hays Zhe-nan Lin John Collomosse 11 18 0 17 Mar 2022
Towards Data-Efficient Detection Transformers Wen Wang Jing Zhang Yang Cao Yongliang Shen Dacheng Tao ViT 20 59 0 17 Mar 2022
Contrastive Learning with Positive-Negative Frame Mask for Music Representation D. Yao Zhou Zhao Shengyu Zhang Jieming Zhu Yudong Zhu Rui Zhang Xiuqiang He 23 21 0 17 Mar 2022
Object discovery and representation networks Olivier J. Hénaff Skanda Koppula Evan Shelhamer Daniel Zoran Andrew Jaegle Andrew Zisserman João Carreira Relja Arandjelović 44 87 0 16 Mar 2022
Is it all a cluster game? -- Exploring Out-of-Distribution Detection based on Clustering in the Embedding Space Poulami Sinhamahapatra Rajat Koner Karsten Roscher Stephan Günnemann OODD 11 5 0 16 Mar 2022
Zipfian environments for Reinforcement Learning Stephanie C. Y. Chan Andrew Kyle Lampinen Pierre Harvey Richemond Felix Hill OffRL 13 15 0 15 Mar 2022
On the Pitfalls of Batch Normalization for End-to-End Video Learning: A Study on Surgical Workflow Analysis Dominik Rivoir Isabel Funke Stefanie Speidel 19 16 0 15 Mar 2022
InsCon:Instance Consistency Feature Representation via Self-Supervised Learning Jun-Teng Yang Ke Zhang Zhaolin Cui Jinming Su Junfeng Luo Xiaolin K. Wei ISeg SSL 15 9 0 15 Mar 2022
Masked Visual Pre-training for Motor Control Tete Xiao Ilija Radosavovic Trevor Darrell Jitendra Malik SSL 34 241 0 11 Mar 2022
Spatial Consistency Loss for Training Multi-Label Classifiers from Single-Label Annotations Thomas Verelst Paul Kishan Rubenstein M. Eichner Tinne Tuytelaars Maxim Berman 22 18 0 11 Mar 2022
Embedding Earth: Self-supervised contrastive pre-training for dense land cover classification Michail Tarasiou S. Zafeiriou SSL 30 9 0 11 Mar 2022
Conditional Prompt Learning for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VLM CLIP VPVLM 27 1,286 0 10 Mar 2022
MetAug: Contrastive Learning via Meta Feature Augmentation Jiangmeng Li Wenwen Qiang Changwen Zheng Bing-Huang Su Hui Xiong 17 23 0 10 Mar 2022
3SD: Self-Supervised Saliency Detection With No Labels R. Yasarla Renliang Weng Wongun Choi Vishal M. Patel Amir Sadeghian 25 5 0 09 Mar 2022
The Unsurprising Effectiveness of Pre-Trained Vision Models for Control Simone Parisi Aravind Rajeswaran Senthil Purushwalkam Abhinav Gupta LM&Ro 28 186 0 07 Mar 2022
Kubric: A scalable dataset generator Klaus Greff Francois Belletti Lucas Beyer Carl Doersch Yilun Du ... Ziyu Wang Tianhao Wu K. M. Yi Fangcheng Zhong Andrea Tagliasacchi 43 250 0 07 Mar 2022
Audio Self-supervised Learning: A Survey Shuo Liu Adria Mallol-Ragolta Emilia Parada-Cabeleiro Kun Qian Xingshuo Jing Alexander Kathan Bin Hu Bjoern W. Schuller SSL 35 106 0 02 Mar 2022
Adversarial Contrastive Self-Supervised Learning Wentao Zhu Hang Shang Tingxun Lv Chao Liao Sen Yang Ji Liu SSL 19 1 0 26 Feb 2022
Reinforcement Learning in Practice: Opportunities and Challenges Yuxi Li OffRL 34 9 0 23 Feb 2022
Movies2Scenes: Using Movie Metadata to Learn Scene Representation Shixing Chen Chundi Liu Xiang Hao Xiaohan Nie Maxim Arap Raffay Hamid 23 17 0 22 Feb 2022
Masked prediction tasks: a parameter identifiability view Bingbin Liu Daniel J. Hsu Pradeep Ravikumar Andrej Risteski SSL OOD 21 4 0 18 Feb 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 26 110 0 16 Feb 2022
Bayesian Imitation Learning for End-to-End Mobile Manipulation Yuqing Du Daniel Ho Alexander A. Alemi Eric Jang Mohi Khansari SSL 16 9 0 15 Feb 2022
SuperCon: Supervised Contrastive Learning for Imbalanced Skin Lesion Classification Keyu Chen Di Zhuang Jerome Chang SSL 23 5 0 11 Feb 2022
Measuring disentangled generative spatio-temporal representation Sichen Zhao Wei Shao Jeffrey Chan Flora D. Salim DRL AI4TS 25 2 0 10 Feb 2022
Point-Level Region Contrast for Object Detection Pre-Training Yutong Bai Xinlei Chen Alexander Kirillov Alan Yuille Alexander C. Berg 3DPC 28 50 0 09 Feb 2022
Contrastive predictive coding for Anomaly Detection in Multi-variate Time Series Data Theivendiram Pranavan Terence Sim Arulmurugan Ambikapathi Savitha Ramasamy AI4TS 26 7 0 08 Feb 2022
Simple Control Baselines for Evaluating Transfer Learning Andrei Atanov Shijian Xu Onur Beker Andrei Filatov Amir Zamir SSL 29 1 0 07 Feb 2022
Crafting Better Contrastive Views for Siamese Representation Learning Xiang Peng Kai Wang Zheng Hua Zhu Mang Wang Yang You SSL 28 102 0 07 Feb 2022
Context Autoencoder for Self-Supervised Representation Learning Xiaokang Chen Mingyu Ding Xiaodi Wang Ying Xin Shentong Mo Yunhao Wang Shumin Han Ping Luo Gang Zeng Jingdong Wang SSL 45 386 0 07 Feb 2022
Practical Imitation Learning in the Real World via Task Consistency Loss Mohi Khansari Daniel Ho Yuqing Du Armando Fuentes Matthew Bennice Nicolas Sievers Sean Kirmani Yunfei Bai Eric Jang SSL 19 8 0 03 Feb 2022
Deep Reference Priors: What is the best way to pretrain a model? Yansong Gao Rahul Ramesh Pratik Chaudhari BDL 15 5 0 01 Feb 2022
Contrastive Embedding Distribution Refinement and Entropy-Aware Attention for 3D Point Cloud Classification Feng Yang Yichao Cao Qifan Xue Shuai Jin Xuanpeng Li Weigong Zhang 3DPC 14 4 0 27 Jan 2022
CP-Net: Contour-Perturbed Reconstruction Network for Self-Supervised Point Cloud Learning Mingye Xu Yali Wang Zhipeng Zhou Hongbin Xu Yu Qiao 3DPC 13 13 0 20 Jan 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis M. Pantic CVBM 29 126 0 18 Jan 2022