Improved Baselines with Momentum Contrastive Learning

9 March 2020

Papers citing "Improved Baselines with Momentum Contrastive Learning"

50 / 2,109 papers shown

Title
BID: Boundary-Interior Decoding for Unsupervised Temporal Action Localization Pre-Trainin Qihang Fang Chengcheng Tang Shugao Ma Yanchao Yang 73 1 0 12 Mar 2024
LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations Mohammad Alkhalefi Georgios Leontidis Mingjun Zhong 224 3 0 11 Mar 2024
Understanding and Mitigating Human-Labelling Errors in Supervised Contrastive Learning Zijun Long Lipeng Zhuang George Killick R. McCreadie Gerardo Aragon Camarasa Paul Henderson NoLa 63 1 0 10 Mar 2024
Decoupled Contrastive Learning for Long-Tailed Recognition Shiyu Xuan Shiliang Zhang 104 7 0 10 Mar 2024
Towards Deviation-Robust Agent Navigation via Perturbation-Aware Contrastive Learning Bingqian Lin Yanxin Long Yi Zhu Fengda Zhu Xiaodan Liang QiXiang Ye Liang Lin 84 5 0 09 Mar 2024
Augmentations vs Algorithms: What Works in Self-Supervised Learning Warren Morningstar Alex Bijamov Chris Duvarney Luke Friedman Neha Kalibhat ... Philip Mansfield Renan A. Rojas-Gomez Karan Singhal Bradley Green Sushant Prakash SSL 77 12 0 08 Mar 2024
Poly-View Contrastive Learning Amitis Shidani Devon Hjelm Jason Ramapuram Russ Webb Eeshan Gunesh Dhekane Dan Busbridge VLM SSL 79 4 0 08 Mar 2024
LoDisc: Learning Global-Local Discriminative Features for Self-Supervised Fine-Grained Visual Recognition Jialu Shi Zhiqiang Wei Jie Nie Lei Huang SSL 91 0 0 06 Mar 2024
Unsupervised Contrastive Learning for Robust RF Device Fingerprinting Under Time-Domain Shift Jun Chen Weng-Keen Wong B. Hamdaoui 90 4 0 06 Mar 2024
Inference via Interpolation: Contrastive Representations Provably Enable Planning and Inference Benjamin Eysenbach Vivek Myers Ruslan Salakhutdinov Sergey Levine AI4TS 144 12 0 06 Mar 2024
DPAdapter: Improving Differentially Private Deep Learning through Noise Tolerance Pre-training Zihao Wang Rui Zhu Dongruo Zhou Zhikun Zhang John C. Mitchell Haixu Tang Wenyuan Xu AAML 80 6 0 05 Mar 2024
Self-Supervised Facial Representation Learning with Facial Region Awareness Zheng Gao Ioannis Patras SSL 93 11 0 04 Mar 2024
Addressing Long-Tail Noisy Label Learning Problems: a Two-Stage Solution with Label Refurbishment Considering Label Rarity Ying-Hsuan Wu Jun-Wei Hsieh Li Xin Shin-You Teng Yi-Kuan Hsieh Ming-Ching Chang NoLa 127 0 0 04 Mar 2024
Towards Calibrated Deep Clustering Network Yuheng Jia Jianhong Cheng Hui Liu Junhui Hou UQCV 136 1 0 04 Mar 2024
Learning and Leveraging World Models in Visual Representation Learning Q. Garrido Mahmoud Assran Nicolas Ballas Adrien Bardes Laurent Najman Yann LeCun SSL 105 30 0 01 Mar 2024
On the Convergence of Differentially-Private Fine-tuning: To Linearly Probe or to Fully Fine-tune? Shuqi Ke Charlie Hou Giulia Fanti Sewoong Oh 81 4 0 29 Feb 2024
Self-Supervised Learning with Generative Adversarial Networks for Electron Microscopy Bashir Kazimi Karina Ruzaeva Stefan Sandfeld 85 6 0 28 Feb 2024
A Large-scale Evaluation of Pretraining Paradigms for the Detection of Defects in Electroluminescence Solar Cell Images David Torpey Lawrence Pratt Richard Klein 47 0 0 27 Feb 2024
Does Negative Sampling Matter? A Review with Insights into its Theory and Applications Zhen Yang Ming Ding Tinglin Huang Yukuo Cen Junshuai Song Bin Xu Yuxiao Dong Jie Tang 120 12 0 27 Feb 2024
Key Design Choices in Source-Free Unsupervised Domain Adaptation: An In-depth Empirical Analysis Andrea Maracani Raffaello Camoriano Elisa Maiettini Davide Talon Lorenzo Rosasco Lorenzo Natale 66 1 0 25 Feb 2024
IRConStyle: Image Restoration Framework Using Contrastive Learning and Style Transfer Dongqi Fan Xin Zhao Liang Chang 69 1 0 24 Feb 2024
Data-Efficient Operator Learning via Unsupervised Pretraining and In-Context Learning Wuyang Chen Jialin Song Pu Ren Shashank Subramanian Dmitriy Morozov Michael W. Mahoney AI4CE 119 12 0 24 Feb 2024
DeepSet SimCLR: Self-supervised deep sets for improved pathology representation learning David Torpey Richard Klein SSL 68 2 0 23 Feb 2024
Attention-Guided Masked Autoencoders For Learning Image Representations Leon Sick Dominik Engel Pedro Hermosilla Timo Ropinski 61 1 0 23 Feb 2024
Mudjacking: Patching Backdoor Vulnerabilities in Foundation Models Hongbin Liu Michael K. Reiter Neil Zhenqiang Gong AAML 101 2 0 22 Feb 2024
CyberDemo: Augmenting Simulated Human Demonstration for Real-World Dexterous Manipulation Jun Wang Yuzhe Qin Kaiming Kuang Yigit Korkmaz Akhilan Gurumoorthy Hao Su Xiaolong Wang 95 20 0 22 Feb 2024
Overcoming Dimensional Collapse in Self-supervised Contrastive Learning for Medical Image Segmentation Jamshid Hassanpour V. Srivastav Didier Mutter N. Padoy SSL 82 2 0 22 Feb 2024
Multi-organ Self-supervised Contrastive Learning for Breast Lesion Segmentation Hugo Figueiras Helena Aidos Nuno C. Garcia SSL 32 0 0 21 Feb 2024
Generalizable Semantic Vision Query Generation for Zero-shot Panoptic and Semantic Segmentation Jialei Chen Daisuke Deguchi Chenkai Zhang Hiroshi Murase VLM 129 1 0 21 Feb 2024
Unsupervised learning based object detection using Contrastive Learning Chandan Kumar Jansel Herrera-Gerena John Just Matthew J. Darr Ali Jannesari SSL 81 1 0 21 Feb 2024
GOOD: Towards Domain Generalized Orientated Object Detection Qi Bi Beichen Zhou Jingjun Yi Wei Ji Haolan Zhan Gui-Song Xia ObjD OOD 139 2 0 20 Feb 2024
Learning the Unlearned: Mitigating Feature Suppression in Contrastive Learning Jihai Zhang Xiang Lan Xiaoye Qu Yu Cheng Mengling Feng Bryan Hooi SSL 104 5 0 19 Feb 2024
Thyroid ultrasound diagnosis improvement via multi-view self-supervised learning and two-stage pre-training Jian Wang Xin Yang X. Jia Wufeng Xue Rusi Chen ... Lian Liu Yan Cao Jianqiao Zhou Dong Ni Ning Gu 82 5 0 18 Feb 2024
Enhancement-Driven Pretraining for Robust Fingerprint Representation Learning Ekta Gavas Kaustubh Olpadkar A. Namboodiri 47 0 0 16 Feb 2024
Learning Low-Rank Feature for Thorax Disease Classification Rajeev Goel Utkarsh Nath Yancheng Wang Alvin C. Silva Teresa Wu Yingzhen Yang 92 0 0 14 Feb 2024
Switch EMA: A Free Lunch for Better Flatness and Sharpness Siyuan Li Zicheng Liu Juanxi Tian Ge Wang Zedong Wang ... Cheng Tan Tao Lin Yang Liu Baigui Sun Stan Z. Li 66 6 0 14 Feb 2024
Affine transformation estimation improves visual self-supervised learning David Torpey Richard Klein SSL 38 1 0 14 Feb 2024
DUEL: Duplicate Elimination on Active Memory for Self-Supervised Class-Imbalanced Learning Won-Seok Choi Hyun-Dong Lee Dong-Sig Han Junseok Park Heeyeon Koo Byoung-Tak Zhang 94 1 0 14 Feb 2024
Leveraging Self-Supervised Instance Contrastive Learning for Radar Object Detection Colin Decourt R. V. Rullen D. Salle Thomas Oberlin SSL 70 0 0 13 Feb 2024
Contrastive Multiple Instance Learning for Weakly Supervised Person ReID Jacob Tyo Zachary Chase Lipton SSL 84 0 0 12 Feb 2024
A Closer Look at the Robustness of Contrastive Language-Image Pre-Training (CLIP) Weijie Tu Weijian Deng Tom Gedeon UQCV VLM 73 35 0 12 Feb 2024
ExGRG: Explicitly-Generated Relation Graph for Self-Supervised Representation Learning Mahdi Naseri Mahdi Biparva SSL 74 0 0 09 Feb 2024
CTGAN: Semantic-guided Conditional Texture Generator for 3D Shapes Yi-Ting Pan Chai-Rong Lee Shu-Ho Fan Jheng-Wei Su Jia-Bin Huang Yung-Yu Chuang Hung-Kuo Chu 65 0 0 08 Feb 2024
Efficient Availability Attacks against Supervised and Contrastive Learning Simultaneously Yihan Wang Yifan Zhu Xiao-Shan Gao AAML 96 6 0 06 Feb 2024
CAMBranch: Contrastive Learning with Augmented MILPs for Branching Jiacheng Lin Meng Xu Zhihua Xiong Huangang Wang 128 4 0 06 Feb 2024
Online Feature Updates Improve Online (Generalized) Label Shift Adaptation Ruihan Wu Siddhartha Datta Yi Su Dheeraj Baby Yu Wang Kilian Q. Weinberger 59 1 0 05 Feb 2024
Delving into Multi-modal Multi-task Foundation Models for Road Scene Understanding: From Learning Paradigm Perspectives Sheng Luo Wei Chen Wanxin Tian Rui Liu Luanxuan Hou ... Ling Shao Yi Yang Bojun Gao Qun Li Guobin Wu 133 17 0 05 Feb 2024
Deep Spectral Improvement for Unsupervised Image Instance Segmentation Farnoosh Arefi Amir M. Mansourian S. Kasaei ISeg 91 1 0 04 Feb 2024
BECLR: Batch Enhanced Contrastive Few-Shot Learning Stylianos Poulakakis-Daktylidis Hadi Jamali Rad 91 5 0 04 Feb 2024
A Probabilistic Model behind Self-Supervised Learning Alice Bizeul Bernhard Schölkopf Carl Allen SSL 75 2 0 02 Feb 2024