Improved Baselines with Momentum Contrastive Learning

9 March 2020

Papers citing "Improved Baselines with Momentum Contrastive Learning"

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Title
Context Matters: Graph-based Self-supervised Representation Learning for Medical Images Li Sun Ke Yu Kayhan Batmanghelich SSL 30 23 0 11 Dec 2020
Are Fewer Labels Possible for Few-shot Learning? Suichan Li Dongdong Chen Yinpeng Chen Lu Yuan L. Zhang Qi Chu Nenghai Yu SSL 21 3 0 10 Dec 2020
Concept Generalization in Visual Representation Learning Mert Bulent Sariyildiz Yannis Kalantidis Diane Larlus Alahari Karteek SSL 21 50 0 10 Dec 2020
CASTing Your Model: Learning to Localize Improves Self-Supervised Representations Ramprasaath R. Selvaraju Karan Desai Justin Johnson Nikhil Naik SSL 22 79 0 08 Dec 2020
Multi-Objective Interpolation Training for Robustness to Label Noise Diego Ortego Eric Arazo Paul Albert Noel E. O'Connor Kevin McGuinness NoLa 16 112 0 08 Dec 2020
Unsupervised Pre-training for Person Re-identification Dengpan Fu Dongdong Chen Jianmin Bao Hao-Yu Yang Lu Yuan Lei Zhang Houqiang Li Dong Chen 26 133 0 07 Dec 2020
Self-Supervision Closes the Gap Between Weak and Strong Supervision in Histology Olivier Dehaene Axel Camara O. Moindrot Axel de Lavergne P. Courtiol 13 68 0 07 Dec 2020
Fine-grained Angular Contrastive Learning with Coarse Labels Guy Bukchin Eli Schwartz Kate Saenko Ori Shahar Rogerio Feris Raja Giryes Leonid Karlinsky 27 52 0 07 Dec 2020
Cross-Domain Sentiment Classification with In-Domain Contrastive Learning Tian Li Xiang Chen Shanghang Zhang Zhen Dong Kurt Keutzer 6 4 0 05 Dec 2020
Seed the Views: Hierarchical Semantic Alignment for Contrastive Representation Learning Haohang Xu Xiaopeng Zhang Hao Li Lingxi Xie H. Xiong Qi Tian SSL 6 12 0 04 Dec 2020
Super-Selfish: Self-Supervised Learning on Images with PyTorch Nicolas Wagner Anirban Mukhopadhyay SSL 29 0 0 04 Dec 2020
Multi-Label Contrastive Learning for Abstract Visual Reasoning Mikolaj Malkiñski Jacek Mañdziuk 6 39 0 03 Dec 2020
Towards Good Practices in Self-supervised Representation Learning Srikar Appalaraju Yi Zhu Yusheng Xie István Fehérvári SSL 6 21 0 01 Dec 2020
Multi-level Knowledge Distillation via Knowledge Alignment and Correlation Fei Ding Yin Yang Hongxin Hu V. Krovi Feng Luo 11 4 0 01 Dec 2020
Inductive Biases for Deep Learning of Higher-Level Cognition Anirudh Goyal Yoshua Bengio AI4CE 18 344 0 30 Nov 2020
Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks Han-Jia Ye Lu Han De-Chuan Zhan OffRL SSL VLM 19 27 0 30 Nov 2020
PCPs: Patient Cardiac Prototypes Dani Kiyasseh T. Zhu David A. Clifton 17 1 0 28 Nov 2020
Self-EMD: Self-Supervised Object Detection without ImageNet Songtao Liu Zeming Li Jian-jun Sun SSL ObjD 13 92 0 27 Nov 2020
How Well Do Self-Supervised Models Transfer? Linus Ericsson H. Gouk Timothy M. Hospedales SSL 30 274 0 26 Nov 2020
A Unified Mixture-View Framework for Unsupervised Representation Learning Xiangxiang Chu Xiaohang Zhan Bo-Wen Zhang SSL 12 1 0 26 Nov 2020
USCL: Pretraining Deep Ultrasound Image Diagnosis Model through Video Contrastive Representation Learning Yixiong Chen Chunhui Zhang Li Liu Cheng Feng Changfeng Dong Yongfang Luo Xiang Wan VLM 18 44 0 25 Nov 2020
Unsupervised Object Detection with LiDAR Clues Haofei Tian Yuntao Chen Jifeng Dai Zhaoxiang Zhang Xizhou Zhu 3DPC 25 28 0 25 Nov 2020
Boosting Contrastive Self-Supervised Learning with False Negative Cancellation T. Huynh Simon Kornblith Matthew R. Walter Michael Maire M. Khademi SSL 11 165 0 23 Nov 2020
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization Junnan Li Caiming Xiong S. Hoi SSL 19 252 0 23 Nov 2020
Run Away From your Teacher: Understanding BYOL by a Novel Self-Supervised Approach Haizhou Shi Dongliang Luo Siliang Tang Jian Wang Yueting Zhuang SSL 13 13 0 22 Nov 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 14 3,949 0 20 Nov 2020
SLADE: A Self-Training Framework For Distance Metric Learning Jiali Duan Yen-Liang Lin Son N. Tran Larry S. Davis C.-C. Jay Kuo 14 11 0 20 Nov 2020
Efficient Conditional Pre-training for Transfer Learning Shuvam Chakraborty Burak Uzkent Kumar Ayush Kumar Tanmay Evan Sheehan Stefano Ermon VLM 21 17 0 20 Nov 2020
Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning Zhenda Xie Yutong Lin Zheng-Wei Zhang Yue Cao Stephen Lin Han Hu SSL 23 408 0 19 Nov 2020
Geography-Aware Self-Supervised Learning Kumar Ayush Burak Uzkent Chenlin Meng Kumar Tanmay Marshall Burke David B. Lobell Stefano Ermon SSL 23 227 0 19 Nov 2020
Heterogeneous Contrastive Learning: Encoding Spatial Information for Compact Visual Representations Xinyue Huo Lingxi Xie Longhui Wei Xiaopeng Zhang Hao Li Zijie Yang Wen-gang Zhou Houqiang Li Qi Tian SSL 6 13 0 19 Nov 2020
FROST: Faster and more Robust One-shot Semi-supervised Training Helena E. Liu L. Smith BDL OffRL 29 1 0 18 Nov 2020
Online Exemplar Fine-Tuning for Image-to-Image Translation Taewon Kang Soohyun Kim Sunwoo Kim Seungryong Kim 16 3 0 18 Nov 2020
Dense Contrastive Learning for Self-Supervised Visual Pre-Training Xinlong Wang Rufeng Zhang Chunhua Shen Tao Kong Lei Li SSL 11 668 0 18 Nov 2020
UP-DETR: Unsupervised Pre-training for Object Detection with Transformers Zhigang Dai Bolun Cai Yugeng Lin Junying Chen ViT 27 22 0 18 Nov 2020
Can Semantic Labels Assist Self-Supervised Visual Representation Learning? Longhui Wei Lingxi Xie Jianzhong He Jianlong Chang Xiaopeng Zhang Wen-gang Zhou Houqiang Li Qi Tian SSL 8 25 0 17 Nov 2020
AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations from Self-Trained Negative Adversaries Q. Hu Xiao Wang Wei Hu Guo-Jun Qi SSL 12 151 0 17 Nov 2020
Unsupervised Contrastive Learning of Sound Event Representations Eduardo Fonseca Diego Ortego Kevin McGuinness Noel E. O'Connor Xavier Serra SSL 19 65 0 15 Nov 2020
Learning a Geometric Representation for Data-Efficient Depth Estimation via Gradient Field and Contrastive Loss D. Shim H. J. Kim SSL MDE 6 1 0 06 Nov 2020
Center-wise Local Image Mixture For Contrastive Representation Learning Hao Li Xiaopeng Zhang H. Xiong 8 8 0 05 Nov 2020
IDE-Net: Interactive Driving Event and Pattern Extraction from Human Data Xiaosong Jia Liting Sun M. Tomizuka Wei Zhan 10 24 0 04 Nov 2020
Learning Visual Representations for Transfer Learning by Suppressing Texture Shlok Kumar Mishra Anshul B. Shah Ankan Bansal Janit Anjaria Jonghyun Choi Abhinav Shrivastava Abhishek Sharma David Jacobs SSL 34 11 0 03 Nov 2020
Distilling Knowledge by Mimicking Features G. Wang Yifan Ge Jianxin Wu 9 33 0 03 Nov 2020
A Survey on Contrastive Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh Debapriya Banerjee F. Makedon SSL 18 1,356 0 31 Oct 2020
Pretext-Contrastive Learning: Toward Good Practices in Self-supervised Video Representation Leaning L. Tao Xueting Wang T. Yamasaki VLM SSL 18 14 0 29 Oct 2020
CompRess: Self-Supervised Learning by Compressing Representations Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 15 89 0 28 Oct 2020
Contrastive Unsupervised Learning for Audio Fingerprinting Zhesong Yu Xingjian Du Bilei Zhu Zejun Ma 15 9 0 26 Oct 2020
CLOUD: Contrastive Learning of Unsupervised Dynamics Jianren Wang Yujie Lu Hang Zhao 21 5 0 23 Oct 2020
BYOL works even without batch statistics Pierre Harvey Richemond Jean-Bastien Grill Florent Altché Corentin Tallec Florian Strub ... Samuel L. Smith Soham De Razvan Pascanu Bilal Piot Michal Valko SSL 247 114 0 20 Oct 2020
CLAR: Contrastive Learning of Auditory Representations Haider Al-Tahan Y. Mohsenzadeh SSL 118 56 0 19 Oct 2020