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"

50 / 236 papers shown

Title
CheXLearner: Text-Guided Fine-Grained Representation Learning for Progression Detection Y. Wang Junwen Duan Xinyu Li Jianxin Wang MedIm 16 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 23 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 40 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 41 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 14 0 0 15 Apr 2025
DualPrompt-MedCap: A Dual-Prompt Enhanced Approach for Medical Image Captioning Yining Zhao Ali Braytee Mukesh Prasad VLM MedIm 20 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 19 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 19 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 29 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 40 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 36 0 0 02 Apr 2025
AGIR: Assessing 3D Gait Impairment with Reasoning based on LLMs Diwei Wang Cédric Bobenrieth Hyewon Seo LRM 40 0 0 23 Mar 2025
TGV: Tabular Data-Guided Learning of Visual Cardiac Representations Marta Hasny Maxime Di Folco Keno Bressem Julia A. Schnabel 33 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 62 0 0 18 Mar 2025
Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation Qingchen Tang Lei Fan M. Pagnucco Yang Song VLM 46 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 51 0 0 13 Mar 2025
MMRL: Multi-Modal Representation Learning for Vision-Language Models Yuncheng Guo Xiaodong Gu VLM OffRL 50 0 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 50 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 54 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 43 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 59 1 0 04 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 58 0 0 03 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 39 1 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 35 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 43 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 34 0 0 01 Mar 2025
Progressive Local Alignment for Medical Multimodal Pre-training Huimin Yan Xian Yang Liang Bai Jiye Liang 67 0 0 25 Feb 2025
Vision Language Models in Medicine Beria Chingnabe Kalpelbe Angel Gabriel Adaambiik Wei Peng VLM LM&MA 86 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 39 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 50 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 61 0 0 31 Jan 2025
MedFILIP: Medical Fine-grained Language-Image Pre-training Xinjie Liang Xiangyu Li Fanding Li Jie Jiang Qing Dong Wei Wang K. Wang Suyu Dong Gongning Luo Shuo Li LM&MA VLM MedIm 54 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 95 16 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 50 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 40 1 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 31 3 0 13 Jan 2025
MedGrad E-CLIP: Enhancing Trust and Transparency in AI-Driven Skin Lesion Diagnosis Sadia Kamal Tim Oates MedIm 39 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 148 191 0 10 Jan 2025
Adaptive Concept Bottleneck for Foundation Models Under Distribution Shifts Jihye Choi Jayaram Raghuram Yixuan Li Somesh Jha 95 4 0 18 Dec 2024
Unlocking the Potential of Weakly Labeled Data: A Co-Evolutionary Learning Framework for Abnormality Detection and Report Generation Jinghan Sun Dong-mei Wei Zhe Xu Donghuan Lu Hong Liu Hong Wang Sotirios A. Tsaftaris Steven G. McDonagh Yefeng Zheng Liansheng Wang MedIm 92 0 0 18 Dec 2024
Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments Mingjian Li Mingyuan Meng Shuchang Ye David Dagan Feng Lei Bi Jinman Kim 82 0 0 18 Dec 2024
NoteContrast: Contrastive Language-Diagnostic Pretraining for Medical Text Prajwal Kailas Max Homilius Rahul C. Deo Calum A. MacRae 97 0 0 16 Dec 2024
Integrating MedCLIP and Cross-Modal Fusion for Automatic Radiology Report Generation Qianhao Han Junyi Liu Zengchang Qin Zheng Zheng MedIm 66 1 0 10 Dec 2024
DiffCLIP: Few-shot Language-driven Multimodal Classifier Jiaqing Zhang Mingxiang Cao Xue Yang Kai Jiang Yunsong Li VLM 66 0 0 10 Dec 2024
Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions Kai Sun Siyan Xue F. Sun Haoran Sun Yu-Juan Luo ... Xinzhou Wang Lei Yang Shuo Jin Jun Yan Jiahong Dong AI4CE 69 2 0 03 Dec 2024
Take Your Steps: Hierarchically Efficient Pulmonary Disease Screening via CT Volume Compression Qian Shao Kai Zhang Bang Du Z. Li YiXuan Wu Qiyuan Chen Jian Wu J. Chen Honghao Gao Hongxia Xu 64 0 0 02 Dec 2024