MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

18 October 2022

Jimeng Sun

Papers citing "MedCLIP: Contrastive Learning from Unpaired Medical Images and Text"

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Title
Patho-R1: A Multimodal Reinforcement Learning-Based Pathology Expert Reasoner Wenchuan Zhang Penghao Zhang Jingru Guo Tao Cheng Jie Chen Shuwan Zhang Zhang Zhang Yuhao Yi Hong Bu AI4TS LRM 12 0 0 16 May 2025
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models Yuncheng Guo Xiaodong Gu OffRL VLM 27 0 0 15 May 2025
Endo-CLIP: Progressive Self-Supervised Pre-training on Raw Colonoscopy Records Yili He Yan Zhu Peiyao Fu Ruijie Yang Tianyi Chen Zhihua Wang Quanlin Li Pinghong Zhou Xiaoyu Yang Shuo Wang MedIm VLM 28 0 0 14 May 2025
UniCAD: Efficient and Extendable Architecture for Multi-Task Computer-Aided Diagnosis System Yitao Zhu Yuan Yin Zhenrong Shen Zihao Zhao Haiyu Song Sheng Wang D. Shen Qian Wang MedIm 33 0 0 14 May 2025
A Multimodal Multi-Agent Framework for Radiology Report Generation Ziruo Yi Ting Xiao Mark V. Albert MedIm 26 0 0 14 May 2025
Position: Restructuring of Categories and Implementation of Guidelines Essential for VLM Adoption in Healthcare Amara Tariq Rimita Lahiri Charles Kahn Imon Banerjee 26 0 0 12 May 2025
CheXLearner: Text-Guided Fine-Grained Representation Learning for Progression Detection Yunhong Wang Junwen Duan Xinyu Li Jianxin Wang MedIm 34 0 0 11 May 2025
A Vision-Language Model for Focal Liver Lesion Classification Song Jian Hu Yuchang Wang Hui Chen Yen-Wei VLM MedIm 43 0 0 06 May 2025
CBM-RAG: Demonstrating Enhanced Interpretability in Radiology Report Generation with Multi-Agent RAG and Concept Bottleneck Models Hasan Md Tusfiqur Alam Devansh Srivastav Abdulrahman Mohamed Selim Md Abdul Kadir Md Moktadiurl Hoque Shuvo Daniel Sonntag MedIm 45 0 0 29 Apr 2025
Causal Disentanglement for Robust Long-tail Medical Image Generation Weizhi Nie Zichun Zhang Weijie Wang Bruno Lepri Anan Liu Nicu Seb DiffM MedIm OOD CML 50 0 0 20 Apr 2025
Post-pre-training for Modality Alignment in Vision-Language Foundation Models Shinýa Yamaguchi Dewei Feng Sekitoshi Kanai Kazuki Adachi Daiki Chijiwa VLM 34 0 0 17 Apr 2025
From Gaze to Insight: Bridging Human Visual Attention and Vision Language Model Explanation for Weakly-Supervised Medical Image Segmentation Jingkun Chen Haoran Duan Xiao Zhang Boyan Gao T. Tan Vicente Grau Jungong Han 19 0 0 15 Apr 2025
DualPrompt-MedCap: A Dual-Prompt Enhanced Approach for Medical Image Captioning Yining Zhao Ali Braytee Mukesh Prasad VLM MedIm 32 0 0 13 Apr 2025
REMEMBER: Retrieval-based Explainable Multimodal Evidence-guided Modeling for Brain Evaluation and Reasoning in Zero- and Few-shot Neurodegenerative Diagnosis Duy-Cat Can Quang-Huy Tang Huong Ha Binh T. Nguyen Oliver Y. Chén 28 0 0 12 Apr 2025
Zeus: Zero-shot LLM Instruction for Union Segmentation in Multimodal Medical Imaging Siyuan Dai Kai Ye Guodong Liu Haoteng Tang Liang Zhan MedIm 38 0 0 09 Apr 2025
A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text? Julio Silva-Rodríguez Jose Dolz Ismail ben Ayed VLM MedIm 38 0 0 07 Apr 2025
Agglomerating Large Vision Encoders via Distillation for VFSS Segmentation Chengxi Zeng Yuxuan Jiang Fan Zhang A. Gambaruto T. Burghardt MedIm 48 0 0 03 Apr 2025
Prompting Medical Vision-Language Models to Mitigate Diagnosis Bias by Generating Realistic Dermoscopic Images Nusrat Munia Abdullah-Al-Zubaer Imran LM&MA MedIm 32 0 0 02 Apr 2025
DALIP: Distribution Alignment-based Language-Image Pre-Training for Domain-Specific Data Junjie Wu Jiangtao Xie Zhaolin Zhang Qilong Wang Q. Hu P. Li Sen Xu VLM 43 0 0 02 Apr 2025
AGIR: Assessing 3D Gait Impairment with Reasoning based on LLMs Diwei Wang Cédric Bobenrieth Hyewon Seo LRM 44 0 0 23 Mar 2025
TGV: Tabular Data-Guided Learning of Visual Cardiac Representations Marta Hasny Maxime Di Folco Keno Bressem Julia A. Schnabel 36 0 0 19 Mar 2025
RoMedFormer: A Rotary-Embedding Transformer Foundation Model for 3D Genito-Pelvic Structure Segmentation in MRI and CT Yuheng Li Mingzhe Hu Richard L. J. Qiu Maria Thor Andre Williams Deborah Marshall Xiaofeng Yang MedIm 69 0 0 18 Mar 2025
Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation Qingchen Tang Lei Fan M. Pagnucco Yang Song VLM 48 0 0 15 Mar 2025
Leveraging Vision-Language Embeddings for Zero-Shot Learning in Histopathology Images M. Rahaman Ewan K. A. Millar Erik H. W. Meijering VLM 64 0 0 13 Mar 2025
MMRL: Multi-Modal Representation Learning for Vision-Language Models Yuncheng Guo Xiaodong Gu VLM OffRL 141 1 0 11 Mar 2025
Towards Universal Text-driven CT Image Segmentation Yuheng Li Yuxiang Lai Maria Thor Deborah Marshall Zachary Buchwald D. Yu Xiaofeng Yang MedIm VLM 59 2 0 08 Mar 2025
Semantic Alignment of Unimodal Medical Text and Vision Representations Maxime Di Folco E. Chan Marta Hasny Cosmin I. Bercea Julia A. Schnabel 68 0 0 06 Mar 2025
Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation Aishik Konwer Zhijian Yang Erhan Bas Cao Xiao Prateek Prasanna Parminder Bhatia Taha A. Kass-Hout MedIm VLM 56 0 0 06 Mar 2025
Periodontal Bone Loss Analysis via Keypoint Detection With Heuristic Post-Processing Ryan Banks Vishal Thengane María Eugenia Guerrero Nelly Maria García-Madueño Yunpeng Li Hongying Tang A. Chaurasia 54 0 0 05 Mar 2025
X2CT-CLIP: Enable Multi-Abnormality Detection in Computed Tomography from Chest Radiography via Tri-Modal Contrastive Learning Jianzhong You Yuan Gao Sangwook Kim Chris McIntosh 69 1 0 04 Mar 2025
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation Tassilo Wald Saikat Roy Fabian Isensee Constantin Ulrich Sebastian Ziegler D. Trofimova Raphael Stock Michael Baumgartner Gregor Köhler Klaus H. Maier-Hein ViT MedIm 42 1 0 03 Mar 2025
Abn-BLIP: Abnormality-aligned Bootstrapping Language-Image Pre-training for Pulmonary Embolism Diagnosis and Report Generation from CTPA Z. Zhong Yuli Wang Lulu Bi Zhuoqi Ma S. H. Ahn ... Webster Stayman Todd M. Kolb I. Kamel Harrison X. Bai Zhicheng Jiao LM&MA 63 0 0 03 Mar 2025
Delving into Out-of-Distribution Detection with Medical Vision-Language Models Lie Ju Sijin Zhou Yukun Zhou Huimin Lu Zhuoting Zhu P. Keane Zongyuan Ge VLM 42 0 0 02 Mar 2025
MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations Ziyang Zhang Yang Yu Yucheng Chen Xulei Yang S. Yeo MedIm 56 1 0 02 Mar 2025
MIRROR: Multi-Modal Pathological Self-Supervised Representation Learning via Modality Alignment and Retention Tianyi Wang Jianan Fan Dingxin Zhang Dongnan Liu Yong-quan Xia Heng Huang Weidong Cai 39 0 0 01 Mar 2025
Progressive Local Alignment for Medical Multimodal Pre-training Huimin Yan Xian Yang Liang Bai Jiye Liang 72 0 0 25 Feb 2025
Vision Language Models in Medicine Beria Chingnabe Kalpelbe Angel Gabriel Adaambiik Wei Peng VLM LM&MA 89 2 0 24 Feb 2025
MedForge: Building Medical Foundation Models Like Open Source Software Development Zheling Tan Kexin Ding Jin Gao Mu Zhou Dimitris N. Metaxas Shaoting Zhang Dequan Wang AI4CE 45 1 0 22 Feb 2025
Fair-MoE: Fairness-Oriented Mixture of Experts in Vision-Language Models Peiran Wang Linjie Tong Jiaxiang Liu Zuozhu Liu VLM MoE 46 0 0 10 Feb 2025
VisTA: Vision-Text Alignment Model with Contrastive Learning using Multimodal Data for Evidence-Driven, Reliable, and Explainable Alzheimer's Disease Diagnosis Duy-Cat Can Linh D. Dang Quang-Huy Tang Dang Minh Ly Huong Ha Guillaume Blanc Oliver Y. Chén Binh T. Nguyen 66 1 0 03 Feb 2025
Fairness Analysis of CLIP-Based Foundation Models for X-Ray Image Classification Xiangyu Sun Xiaoguang Zou Yuanquan Wu Guotai Wang S. Zhang MedIm VLM 68 0 0 31 Jan 2025
Brain-Adapter: Enhancing Neurological Disorder Analysis with Adapter-Tuning Multimodal Large Language Models Jing Zhang Xiaowei Yu Yanjun Lyu Lu Zhang Tong Chen Chao-Yang Cao Yan Zhuang Minheng Chen Tianming Liu D. Zhu 32 2 0 28 Jan 2025
MedFILIP: Medical Fine-grained Language-Image Pre-training Xinjie Liang Xiangyu Li Fanding Li Jie Jiang Qing Dong Wei Wang Kaidi Wang Suyu Dong Gongning Luo Shuo Li LM&MA VLM MedIm 64 3 0 18 Jan 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 105 18 0 17 Jan 2025
SST-EM: Advanced Metrics for Evaluating Semantic, Spatial and Temporal Aspects in Video Editing Varun Biyyala Bharat Chanderprakash Kathuria Jialu Li Youshan Zhang 52 0 0 13 Jan 2025
RadAlign: Advancing Radiology Report Generation with Vision-Language Concept Alignment Difei Gu Yunhe Gao Yang Zhou Mu Zhou Dimitris N. Metaxas LM&MA 47 2 0 13 Jan 2025
Exploring the Use of Contrastive Language-Image Pre-Training for Human Posture Classification: Insights from Yoga Pose Analysis Andrzej D. Dobrzycki Ana M. Bernardos Luca Bergesio Andrzej Pomirski Daniel Sáez-Trigueros 3DH 38 3 0 13 Jan 2025
MedGrad E-CLIP: Enhancing Trust and Transparency in AI-Driven Skin Lesion Diagnosis Sadia Kamal Tim Oates MedIm 41 0 0 12 Jan 2025
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs Sheng Zhang Yanbo Xu Naoto Usuyama Hanwen Xu J. Bagga ... Carlo Bifulco M. Lungren Tristan Naumann Sheng Wang Hoifung Poon LM&MA MedIm 154 205 0 10 Jan 2025
Deep Learning for Ophthalmology: The State-of-the-Art and Future Trends Duy M. Nguyen Hasan Md Tusfiqur Alam T. Nguyen Devansh Srivastav H. Profitlich Ngan Le Daniel Sonntag 36 2 0 07 Jan 2025