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Representation Learning with Contrastive Predictive Coding

10 July 2018

Papers citing "Representation Learning with Contrastive Predictive Coding"

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Title
Self-supervised Contrastive Video-Speech Representation Learning for Ultrasound Jianbo Jiao Yifan Cai M. Alsharid L. Drukker A. Papageorghiou J. A. Noble 84 39 0 14 Aug 2020
Self-supervised Video Representation Learning by Pace Prediction Jiangliu Wang Jianbo Jiao Yunhui Liu SSL AI4TS 84 236 0 13 Aug 2020
What Should Not Be Contrastive in Contrastive Learning Tete Xiao Xiaolong Wang Alexei A. Efros Trevor Darrell SSL DRL 114 303 0 13 Aug 2020
Self-Supervised Learning of Audio-Visual Objects from Video Triantafyllos Afouras Andrew Owens Joon Son Chung Andrew Zisserman SSL 126 256 0 10 Aug 2020
Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination Xudong Wang Ziwei Liu Stella X. Yu SSL 72 76 0 09 Aug 2020
Spatiotemporal Contrastive Video Representation Learning Rui Qian Tianjian Meng Boqing Gong Ming-Hsuan Yang Haoran Wang Serge J. Belongie Huayu Chen SSL AI4TS 140 502 0 09 Aug 2020
Multimodal Image-to-Image Translation via Mutual Information Estimation and Maximization Zhiwen Zuo Lei Zhao Zhizhong Wang Haibo Chen Ailin Li Qijiang Xu Wei Xing Dongming Lu GAN 74 0 0 08 Aug 2020
Pretraining Techniques for Sequence-to-Sequence Voice Conversion Wen-Chin Huang Tomoki Hayashi Yi-Chiao Wu Hirokazu Kameoka Tomoki Toda 118 40 0 07 Aug 2020
Self-supervised Video Representation Learning Using Inter-intra Contrastive Framework Li Tao Xueting Wang T. Yamasaki SSL 85 106 0 06 Aug 2020
Contrastive Variational Reinforcement Learning for Complex Observations Xiao Ma Siwei Chen David Hsu W. Lee OffRL 74 23 0 06 Aug 2020
Learning Visual Representations with Caption Annotations Mert Bulent Sariyildiz J. Perez Diane Larlus VLM SSL 119 162 0 04 Aug 2020
LoCo: Local Contrastive Representation Learning Yuwen Xiong Mengye Ren R. Urtasun SSL DRL 91 70 0 04 Aug 2020
Tracking Emerges by Looking Around Static Scenes, with Neural 3D Mapping Adam W. Harley S. K. Lakshmikanth Paul Schydlo Katerina Fragkiadaki 3DPC 138 9 0 04 Aug 2020
Memory-augmented Dense Predictive Coding for Video Representation Learning Tengda Han Weidi Xie Andrew Zisserman SSL 117 242 0 03 Aug 2020
Predicting What You Already Know Helps: Provable Self-Supervised Learning Jason D. Lee Qi Lei Nikunj Saunshi Jiacheng Zhuo SSL 109 190 0 03 Aug 2020
SeCo: Exploring Sequence Supervision for Unsupervised Representation Learning Ting Yao Yiheng Zhang Zhaofan Qiu Yingwei Pan Tao Mei DRL 132 110 0 03 Aug 2020
Hindsight for Foresight: Unsupervised Structured Dynamics Models from Physical Interaction Iman Nematollahi Oier Mees Lukás Hermann Wolfram Burgard 79 15 0 02 Aug 2020
Self-supervised Learning of Point Clouds via Orientation Estimation Omid Poursaeed Tianxing Jiang Quintessa Qiao N. Xu Vladimir G. Kim 3DPC SSL 91 120 0 01 Aug 2020
Augmented Skeleton Based Contrastive Action Learning with Momentum LSTM for Unsupervised Action Recognition Haocong Rao Shihao Xu Xiping Hu Jun Cheng Bin Hu 106 195 0 01 Aug 2020
Self-supervised learning through the eyes of a child A. Orhan Vaibhav Gupta Brenden M. Lake SSL 110 100 0 31 Jul 2020
Uncovering the structure of clinical EEG signals with self-supervised learning Hubert J. Banville O. Chehab Aapo Hyvarinen Denis A. Engemann Alexandre Gramfort 94 199 0 31 Jul 2020
Contrastive Learning for Unpaired Image-to-Image Translation Taesung Park Alexei A. Efros Richard Y. Zhang Jun-Yan Zhu SSL 125 1,245 0 30 Jul 2020
Whole MILC: generalizing learned dynamics across tasks, datasets, and populations Usman Mahmood Md. Mahfuzur Rahman A. Fedorov N. Lewis Z. Fu Vince D. Calhoun Sergey Plis 60 22 0 29 Jul 2020
Transformer based unsupervised pre-training for acoustic representation learning Ruixiong Zhang Haiwei Wu Wubo Li Dongwei Jiang Wei Zou Xiangang Li SSL ViT 75 27 0 29 Jul 2020
Dreaming: Model-based Reinforcement Learning by Latent Imagination without Reconstruction Masashi Okada T. Taniguchi OffRL 116 84 0 29 Jul 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 611 2,109 0 28 Jul 2020
Demystifying Contrastive Self-Supervised Learning: Invariances, Augmentations and Dataset Biases Senthil Purushwalkam Abhinav Gupta SSL 97 219 0 28 Jul 2020
3D Human Shape and Pose from a Single Low-Resolution Image with Self-Supervised Learning Xiangyu Xu Hao Chen Francesc Moreno-Noguer László A. Jeni Fernando de la Torre 3DH 62 51 0 27 Jul 2020
Self-Supervised Contrastive Learning for Unsupervised Phoneme Segmentation Felix Kreuk Joseph Keshet Yossi Adi SSL 76 79 0 27 Jul 2020
K-Shot Contrastive Learning of Visual Features with Multiple Instance Augmentations Haohang Xu H. Xiong Guo-Jun Qi VLM 78 6 0 27 Jul 2020
Representation Learning with Video Deep InfoMax R. Devon Hjelm Philip Bachman SSL MDE 107 28 0 27 Jul 2020
Mask2CAD: 3D Shape Prediction by Learning to Segment and Retrieve Weicheng Kuo A. Angelova Nayeon Lee Angela Dai 3DPC 80 70 0 26 Jul 2020
Federated Self-Supervised Learning of Multi-Sensor Representations for Embedded Intelligence Aaqib Saeed Flora D. Salim T. Ozcelebi J. Lukkien FedML SSL 190 100 0 25 Jul 2020
Transferred Discrepancy: Quantifying the Difference Between Representations Yunzhen Feng Runtian Zhai Di He Liwei Wang Bin Dong DRL 43 11 0 24 Jul 2020
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas Guibas Or Litany 3DPC 242 645 0 21 Jul 2020
Hierarchical Contrastive Motion Learning for Video Action Recognition Xitong Yang Xiaodong Yang Sifei Liu Deqing Sun L. Davis Jan Kautz SSL 108 13 0 20 Jul 2020
Self-similarity Student for Partial Label Histopathology Image Segmentation Hsien-Tzu Cheng Chun-Fu Yeh Po-Chen Kuo Andy Wei Keng-Chi Liu Mong-Chi Ko Kuan-Hua Chao Yu-Ching Peng Tyng-Luh Liu 115 20 0 19 Jul 2020
Mapping in a cycle: Sinkhorn regularized unsupervised learning for point cloud shapes Lei Yang Wenxi Liu Zhiming Cui Nenglun Chen Wenping Wang 3DPC 37 16 0 19 Jul 2020
MIXÉM: Unsupervised Image Classification using a Mixture of Embeddings Ali Varamesh Tinne Tuytelaars VLM 54 4 0 18 Jul 2020
Improving Object Detection with Selective Self-supervised Self-training Yandong Li Di Huang Danfeng Qin Liqiang Wang Boqing Gong 115 65 0 17 Jul 2020
Co-Attention for Conditioned Image Matching Olivia Wiles Sébastien Ehrhardt Andrew Zisserman VLM 130 13 0 16 Jul 2020
PC-PG: Policy Cover Directed Exploration for Provable Policy Gradient Learning Alekh Agarwal Mikael Henaff Sham Kakade Wen Sun OffRL 91 110 0 16 Jul 2020
Autoregressive Unsupervised Image Segmentation Yassine Ouali C´eline Hudelot Myriam Tami SSL 96 87 0 16 Jul 2020
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances Jihoon Tack Sangwoo Mo Jongheon Jeong Jinwoo Shin OODD 85 606 0 16 Jul 2020
GraphCL: Contrastive Self-Supervised Learning of Graph Representations H. Hafidi Mounir Ghogho P. Ciblat A. Swami SSL 93 53 0 15 Jul 2020
Whitening for Self-Supervised Representation Learning Aleksandr Ermolov Aliaksandr Siarohin E. Sangineto N. Sebe SSL 112 316 0 13 Jul 2020
TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech Andy T. Liu Shang-Wen Li Hung-yi Lee SSL 175 361 0 12 Jul 2020
Data-Efficient Reinforcement Learning with Self-Predictive Representations Max Schwarzer Ankesh Anand Rishab Goel R. Devon Hjelm Aaron Courville Philip Bachman 114 321 0 12 Jul 2020
Representation Learning via Adversarially-Contrastive Optimal Transport A. Cherian Shuchin Aeron OT 43 7 0 11 Jul 2020
Contrastive Code Representation Learning Paras Jain Ajay Jain Tianjun Zhang Pieter Abbeel Joseph E. Gonzalez Ion Stoica SSL DRL 134 151 0 09 Jul 2020