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A Simple Framework for Contrastive Learning of Visual Representations

International Conference on Machine Learning (ICML), 2020

13 February 2020

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Papers citing "A Simple Framework for Contrastive Learning of Visual Representations"

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Title
MedDChest: A Content-Aware Multimodal Foundational Vision Model for Thoracic Imaging Mahmoud Soliman Islam I. Osman Mohamed S. Shehata Rasika Rajapakshe MedIm 142 0 0 06 Nov 2025
Discourse-Aware Scientific Paper Recommendation via QA-Style Summarization and Multi-Level Contrastive Learning Shenghua Wang Zhen Yin 88 0 0 05 Nov 2025
Climbing the label tree: Hierarchy-preserving contrastive learning for medical imaging Alif Elham Khan 48 0 0 05 Nov 2025
FusionDP: Foundation Model-Assisted Differentially Private Learning for Partially Sensitive Features Linghui Zeng Ruixuan Liu Atiquer Rahman Sarkar Xiaoqian Jiang Joyce C. Ho Li Xiong MedIm 148 0 0 05 Nov 2025
Decoupling Augmentation Bias in Prompt Learning for Vision-Language ModelsPattern Recognition (Pattern Recogn.), 2025 Gahyeon Kim Sohee Kim Seokju Lee VLM 148 0 0 05 Nov 2025
C3-Diff: Super-resolving Spatial Transcriptomics via Cross-modal Cross-content Contrastive Diffusion Modelling Xiaofei Wang Stephen J. Price Chao Li MedIm 184 0 0 04 Nov 2025
Let Multimodal Embedders Learn When to Augment Query via Adaptive Query Augmentation Wongyu Kim Hochang Lee Sanghak Lee Yoonsung Kim Jaehyun Park RALM 281 0 0 04 Nov 2025
Probabilistic Graph Cuts Ayoub Ghriss 109 0 0 04 Nov 2025
Learning with less: label-efficient land cover classification at very high spatial resolution using self-supervised deep learning Dakota Hester Vitor S. Martins Lucas B. Ferreira Thainara M. A. Lima SSL 297 0 0 04 Nov 2025
Purrturbed but Stable: Human-Cat Invariant Representations Across CNNs, ViTs and Self-Supervised ViTs Arya Shah Vaibhav Tripathi 64 0 0 04 Nov 2025
Contrast-Guided Cross-Modal Distillation for Thermal Object Detection SiWoo Kim JhongHyun An 92 0 0 03 Nov 2025
Adaptation of Foundation Models for Medical Image Analysis: Strategies, Challenges, and Future Directions Karma Phuntsho Abdullah Kyungmi Lee Ickjai Lee Euijoon Ahn MedIm AI4CE 112 0 0 03 Nov 2025
NSYNC: Negative Synthetic Image Generation for Contrastive Training to Improve Stylized Text-To-Image Translation Serkan Ozturk Samet Hicsonmez Pinar Duygulu DiffM 253 0 0 03 Nov 2025
Dynamic Routing Between Experts: A Data-Efficient Approach to Continual Learning in Vision-Language Models Jay Mohta Kenan E. Ak Dimitrios Dimitriadis Yan Xu Mingwei Shen CLL VLM 230 0 0 03 Nov 2025
SciTextures: Collecting and Connecting Visual Patterns, Models, and Code Across Science and Art Sagi Eppel Alona Strugatski 80 0 0 03 Nov 2025
ColMate: Contrastive Late Interaction and Masked Text for Multimodal Document Retrieval Ahmed Masry Megh Thakkar Patrice Bechard Sathwik Tejaswi Madhusudhan Rabiul Awal ... Srivatsava Daruru Enamul Hoque Spandana Gella Torsten Scholak Sai Rajeswar VLM 160 0 0 02 Nov 2025
Transformers as Intrinsic Optimizers: Forward Inference through the Energy Principle Ruifeng Ren Sheng Ouyang Huayi Tang Yong Liu 60 0 0 02 Nov 2025
Leveraging Hierarchical Image-Text Misalignment for Universal Fake Image Detection D. Zhang Tong Zhang Jianmin Bao Shiming Ge Sabine Süsstrunk 93 0 0 01 Nov 2025
Simple and Behavior-Driven Augmentation for Recommendation with Rich Collaborative Signals Doyun Choi Cheonwoo Lee Jaemin Yoo 131 0 0 01 Nov 2025
Soft Task-Aware Routing of Experts for Equivariant Representation Learning Jaebyeong Jeon Hyeonseo Jang Jy-yong Sohn Kibok Lee 77 0 0 31 Oct 2025
Mitigating Semantic Collapse in Partially Relevant Video Retrieval WonJun Moon MinSeok Jung Gilhan Park Tae-Young Kim Cheol-Ho Cho Woojin Jun Jae-Pil Heo 100 0 0 31 Oct 2025
C-LEAD: Contrastive Learning for Enhanced Adversarial Defense Suklav Ghosh Sonal Kumar Arijit Sur AAML 52 1 0 31 Oct 2025
ANCHOR: Integrating Adversarial Training with Hard-mined Supervised Contrastive Learning for Robust Representation Learning Samarup Bhattacharya Anubhab Bhattacharya Abir Chakraborty AAML 84 0 0 31 Oct 2025
Who Made This? Fake Detection and Source Attribution with Diffusion Features S. Bonechi P. Andreini Barbara Toniella Corradini DiffM 112 1 0 31 Oct 2025
Fusion of Multi-scale Heterogeneous Pathology Foundation Models for Whole Slide Image Analysis Zhidong Yang Xiuhui Shi Wei Ba Zhigang Song Haijing Luan Taiyuan Hu Senlin Lin Jiguang Wang S. Kevin Zhou Rui Yan 60 3 0 31 Oct 2025
Spatial-SSRL: Enhancing Spatial Understanding via Self-Supervised Reinforcement Learning Yuhong Liu Beichen Zhang Yuhang Zang Yuhang Cao Long Xing Xiaoyi Dong Haodong Duan Dahua Lin J. Wang LRM 117 2 0 31 Oct 2025
Understanding Hardness of Vision-Language Compositionality from A Token-level Causal Lens Ziliang Chen Tianang Xiao Jusheng Zhang Yongsen Zheng Xipeng Chen CLIP 80 0 0 30 Oct 2025
Clone Deterministic 3D Worlds Zaishuo Xia Yukuan Lu Xinyi Li Yifan Xu Yubei Chen 74 0 0 30 Oct 2025
MV-MLM: Bridging Multi-View Mammography and Language for Breast Cancer Diagnosis and Risk Prediction Shunjie-Fabian Zheng Hyeonjun Lee Thijs Kooi Ali Diba 80 0 0 30 Oct 2025
Don't Blind Your VLA: Aligning Visual Representations for OOD Generalization Nikita Kachaev Mikhail Kolosov Daniil Zelezetsky A. Kovalev Aleksandr I. Panov VLM 265 2 0 29 Oct 2025
Topology-Aware Active Learning on Graphs Harris Hardiman-Mostow Jack Mauro Adrien Weihs Andrea L. Bertozzi 72 0 0 29 Oct 2025
Controlling Contrastive Self-Supervised Learning with Knowledge-Driven Multiple Hypothesis: Application to Beat Tracking Antonin Gagnere S. Essid Geoffroy Peeters SSL 261 0 0 29 Oct 2025
Active Learning with Task-Driven Representations for Messy Pools Kianoosh Ashouritaklimi Tom Rainforth SSL CLL 346 0 0 29 Oct 2025
Contrastive Predictive Coding Done Right for Mutual Information Estimation J. Jon Ryu Pavan Yeddanapudi Xiangxiang Xu G. Wornell SSL 251 0 0 29 Oct 2025
Vanish into Thin Air: Cross-prompt Universal Adversarial Attacks for SAM2 Ziqi Zhou Yifan Hu Yufei Song Zijing Li Shengshan Hu Leo Yu Zhang Dezhong Yao Long Zheng Hai Jin AAML 88 5 0 28 Oct 2025
DynaRend: Learning 3D Dynamics via Masked Future Rendering for Robotic Manipulation Jingyi Tian Le Wang Sanping Zhou Sen Wang Jiayi Li Gang Hua 72 0 0 28 Oct 2025
HiMAE: Hierarchical Masked Autoencoders Discover Resolution-Specific Structure in Wearable Time Series Simon A. Lee Cyrus Tanade Hao Zhou Juhyeon Lee Megha Thukral ... Viswam Nathan M. Rahman Li Zhu Subramaniam Venkatraman Sharanya Arcot Desai 76 0 0 28 Oct 2025
Perception Learning: A Formal Separation of Sensory Representation Learning from Decision Learning Suman Sanyal SSL 234 0 0 28 Oct 2025
Eigenfunction Extraction for Ordered Representation Learning Burak Varıcı Che-Ping Tsai Ritabrata Ray Nicholas M. Boffi Pradeep Ravikumar 76 0 0 28 Oct 2025
Kernelized Sparse Fine-Tuning with Bi-level Parameter Competition for Vision Models Shufan Shen Junshu Sun Shuhui Wang Qingming Huang 92 0 0 28 Oct 2025
Survey of Multimodal Geospatial Foundation Models: Techniques, Applications, and Challenges Liling Yang Ning Chen Jun Yue Yidan Liu Jiayi Ma Pedram Ghamisi Antonio J. Plaza Leyuan Fang AI4TS 116 0 0 27 Oct 2025
Concerto: Joint 2D-3D Self-Supervised Learning Emerges Spatial Representations Yujia Zhang Xiaoyang Wu Yixing Lao Chengyao Wang Zhuotao Tian Naiyan Wang Hengshuang Zhao 3DPC 117 1 0 27 Oct 2025
T-REGS: Minimum Spanning Tree Regularization for Self-Supervised Learning Julie Mordacq David Loiseaux Vicky Kalogeiton S. Oudot 101 0 0 27 Oct 2025
Towards Generalisable Foundation Models for 3D Brain MRI Moona Mazher Geoff J. M. Parker Daniel C. Alexander OOD MedIm AI4CE 137 0 0 27 Oct 2025
Implicit Modeling for Transferability Estimation of Vision Foundation Models Yaoyan Zheng Huiqun Wang Nan Zhou Di Huang 129 0 0 27 Oct 2025
Learning Without Augmenting: Unsupervised Time Series Representation Learning via Frame Projections B. U. Demirel Christian Holz AI4TS SSL 175 0 0 26 Oct 2025
CLEANet: Robust and Efficient Anomaly Detection in Contaminated Multivariate Time Series Songhan Zhang Yuanhao Lai Pengfei Zheng Boxi Yu Xiaoying Tang Qiuai Fu Pinjia He AI4TS 92 0 0 26 Oct 2025
From Pixels to Views: Learning Angular-Aware and Physics-Consistent Representations for Light Field Microscopy Feng He Guodong Tan Qiankun Li Jun Yu Quan Wen 74 0 0 26 Oct 2025
Prediction-Powered Semi-Supervised Learning with Online Power Tuning Noa Shoham Ron Dorfman Shalev Shaer Kfir Y. Levy Yaniv Romano 92 1 0 26 Oct 2025
SARVLM: A Vision Language Foundation Model for Semantic Understanding and Target Recognition in SAR Imagery Qiwei Ma Zhiyu Wang Wang Liu Xukun Lu Bin Deng Puhong Duan Xudong Kang Shutao Li VLM 201 0 0 26 Oct 2025