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MedKLIP: Medical Knowledge Enhanced Language-Image Pre-Training in Radiology
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MedKLIP: Medical Knowledge Enhanced Language-Image Pre-Training in Radiology

Chaoyi Wu
Xiaoman Zhang
Ya Zhang
Yanfeng Wang
Weidi Xie
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Papers citing "MedKLIP: Medical Knowledge Enhanced Language-Image Pre-Training in Radiology"

50 / 92 papers shown
Title
Multi-encoder nnU-Net outperforms transformer models with self-supervised pretraining
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Seyedeh Sahar Taheri Otaghsara
Reza Rahmanzadeh
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01 Jul 2025
Improving Medical Visual Representation Learning with Pathological-level Cross-Modal Alignment and Correlation Exploration
Improving Medical Visual Representation Learning with Pathological-level Cross-Modal Alignment and Correlation Exploration
Jun Wang
Lixing Zhu
Xiaohan Yu
A. Bhalerao
Yulan He
108
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0
12 Jun 2025
Efficient Medical Vision-Language Alignment Through Adapting Masked Vision Models
Chenyu Lian
Hong-Yu Zhou
Dongyun Liang
J. Qin
L. Wang
MedImVLM
25
0
0
10 Jun 2025
Foundation Models in Medical Imaging -- A Review and Outlook
Foundation Models in Medical Imaging -- A Review and Outlook
Vivien van Veldhuizen
Vanessa Botha
C. Lu
Melis Erdal Cesur
Kevin Groot Lipman
...
Cees Snoek
Lodewyk Wessels
Ritse Mann
Eric Marcus
Jonas Teuwen
MedImVLMAI4CE
40
0
0
10 Jun 2025
ReXVQA: A Large-scale Visual Question Answering Benchmark for Generalist Chest X-ray Understanding
Ankit Pal
Jung-Oh Lee
Xiaoman Zhang
Malaikannan Sankarasubbu
Seunghyeon Roh
Won Jung Kim
Meesun Lee
Pranav Rajpurkar
LM&MAELM
75
0
0
04 Jun 2025
Towards Scalable Language-Image Pre-training for 3D Medical Imaging
Towards Scalable Language-Image Pre-training for 3D Medical Imaging
Chenhui Zhao
Yiwei Lyu
Asadur Chowdury
Edward Harake
A. Kondepudi
Akshay Rao
X. Hou
Honglak Lee
Todd C. Hollon
LM&MAMedIm
26
0
0
28 May 2025
Bringing CLIP to the Clinic: Dynamic Soft Labels and Negation-Aware Learning for Medical Analysis
Bringing CLIP to the Clinic: Dynamic Soft Labels and Negation-Aware Learning for Medical Analysis
Hanbin Ko
Chang-Min Park
26
0
0
28 May 2025
Seeing the Trees for the Forest: Rethinking Weakly-Supervised Medical Visual Grounding
Seeing the Trees for the Forest: Rethinking Weakly-Supervised Medical Visual Grounding
Ta Duc Huy
Duy Anh Huynh
Yutong Xie
Yuankai Qi
Qi Chen
...
Anton van den Hengel
Zhibin Liao
Minh-Son To
Johan Verjans
Vu Minh Hieu Phan
99
0
0
21 May 2025
UniCAD: Efficient and Extendable Architecture for Multi-Task Computer-Aided Diagnosis System
UniCAD: Efficient and Extendable Architecture for Multi-Task Computer-Aided Diagnosis System
Yitao Zhu
Yuan Yin
Zhenrong Shen
Zihao Zhao
Haiyu Song
Sheng Wang
Dinggang Shen
Qian Wang
MedIm
33
0
0
14 May 2025
Localizing Before Answering: A Hallucination Evaluation Benchmark for Grounded Medical Multimodal LLMs
Localizing Before Answering: A Hallucination Evaluation Benchmark for Grounded Medical Multimodal LLMs
Dung Nguyen
Minh Khoi Ho
Huy Ta
T. Nguyen
Qi Chen
...
Zhibin Liao
Minh-Son To
Johan Verjans
Phi Le Nguyen
Vu Minh Hieu Phan
76
0
0
30 Apr 2025
RadZero: Similarity-Based Cross-Attention for Explainable Vision-Language Alignment in Radiology with Zero-Shot Multi-Task Capability
RadZero: Similarity-Based Cross-Attention for Explainable Vision-Language Alignment in Radiology with Zero-Shot Multi-Task Capability
Jonggwon Park
Soobum Kim
Byungmu Yoon
Kyoyun Choi
MedIm
102
0
0
10 Apr 2025
A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text?
A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text?
Julio Silva-Rodríguez
Jose Dolz
Ismail ben Ayed
VLMMedIm
88
0
0
07 Apr 2025
LLaVA-RadZ: Can Multimodal Large Language Models Effectively Tackle Zero-shot Radiology Recognition?
Bangyan Li
Wenxuan Huang
Yunhang Shen
Yansen Wang
Shaohui Lin
...
Ling You
Yinqi Zhang
Ke Li
Xing Sun
Yan Sun
87
2
0
10 Mar 2025
Towards Universal Text-driven CT Image Segmentation
Yuheng Li
Yuxiang Lai
Maria Thor
Deborah Marshall
Zachary Buchwald
D. Yu
Xiaofeng Yang
MedImVLM
117
3
0
08 Mar 2025
OFF-CLIP: Improving Normal Detection Confidence in Radiology CLIP with Simple Off-Diagonal Term Auto-Adjustment
Junhyun Park
Chanyu Moon
Donghwan Lee
Kyungsu Kim
Minho Hwang
VLMMedIm
136
0
0
03 Mar 2025
MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations
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
174
2
0
02 Mar 2025
Enhanced Contrastive Learning with Multi-view Longitudinal Data for Chest X-ray Report Generation
Enhanced Contrastive Learning with Multi-view Longitudinal Data for Chest X-ray Report Generation
Kang Liu
Zhuoqi Ma
Xiaolu Kang
Yunan Li
Kun Xie
Zhicheng Jiao
Qiguang Miao
89
3
0
27 Feb 2025
Progressive Local Alignment for Medical Multimodal Pre-training
Progressive Local Alignment for Medical Multimodal Pre-training
Huimin Yan
Xian Yang
Liang Bai
Jiye Liang
118
0
0
25 Feb 2025
Prompt as Knowledge Bank: Boost Vision-language model via Structural Representation for zero-shot medical detection
Prompt as Knowledge Bank: Boost Vision-language model via Structural Representation for zero-shot medical detection
Yuguang Yang
Tongfei Chen
Haoyu Huang
Linlin Yang
Chunyu Xie
Dawei Leng
Xianbin Cao
Baochang Zhang
MedIm
76
0
0
22 Feb 2025
MedFILIP: Medical Fine-grained Language-Image Pre-training
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&MAVLMMedIm
155
4
0
18 Jan 2025
Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments
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
135
0
0
18 Dec 2024
MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization
MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization
Kangyu Zhu
Peng Xia
Yun Li
Hongtu Zhu
Sheng Wang
Huaxiu Yao
204
3
0
09 Dec 2024
Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions
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
146
2
0
03 Dec 2024
ResCLIP: Residual Attention for Training-free Dense Vision-language Inference
ResCLIP: Residual Attention for Training-free Dense Vision-language Inference
Yuhang Yang
Jinhong Deng
Wen Li
Lixin Duan
VLM
105
1
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24 Nov 2024
Cross- and Intra-image Prototypical Learning for Multi-label Disease Diagnosis and Interpretation
Cross- and Intra-image Prototypical Learning for Multi-label Disease Diagnosis and Interpretation
Chong Wang
Fengbei Liu
Yuanhong Chen
Helen Frazer
Gustavo Carneiro
118
2
0
07 Nov 2024
Aligning Characteristic Descriptors with Images for Human-Expert-like Explainability
Aligning Characteristic Descriptors with Images for Human-Expert-like Explainability
Bharat Chandra Yalavarthi
Nalini Ratha
70
0
0
06 Nov 2024
Parameter-Efficient Fine-Tuning Medical Multimodal Large Language Models for Medical Visual Grounding
Parameter-Efficient Fine-Tuning Medical Multimodal Large Language Models for Medical Visual Grounding
Jinlong He
Pengfei Li
Gang Liu
Shenjun Zhong
84
3
0
31 Oct 2024
BenchX: A Unified Benchmark Framework for Medical Vision-Language Pretraining on Chest X-Rays
BenchX: A Unified Benchmark Framework for Medical Vision-Language Pretraining on Chest X-Rays
Yang Zhou
Tan Li Hui Faith
Yanyu Xu
Sicong Leng
Xinxing Xu
Yong Liu
Rick Siow Mong Goh
SSLVLMLM&MAMedIm
75
1
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Unleashing the Potential of Vision-Language Pre-Training for 3D Zero-Shot Lesion Segmentation via Mask-Attribute Alignment
Unleashing the Potential of Vision-Language Pre-Training for 3D Zero-Shot Lesion Segmentation via Mask-Attribute Alignment
Yankai Jiang
Wenhui Lei
Xiaofan Zhang
Shanghang Zhang
MedIm
118
3
0
21 Oct 2024
Can Medical Vision-Language Pre-training Succeed with Purely Synthetic Data?
Can Medical Vision-Language Pre-training Succeed with Purely Synthetic Data?
Che Liu
Zhongwei Wan
Haozhe Wang
Yinda Chen
T. Qaiser
Chen Jin
Fariba Yousefi
Nikolay Burlutskiy
Rossella Arcucci
VLMSyDaLM&MAMedIm
161
2
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17 Oct 2024
MedUniSeg: 2D and 3D Medical Image Segmentation via a Prompt-driven Universal Model
MedUniSeg: 2D and 3D Medical Image Segmentation via a Prompt-driven Universal Model
Yiwen Ye
Ziyang Chen
Jianpeng Zhang
Yutong Xie
Yong Xia
MedIm
53
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08 Oct 2024
Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks
Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks
Junlin Hou
Sicen Liu
Yequan Bie
Hongmei Wang
Andong Tan
Luyang Luo
Hao Chen
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112
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Multi-View and Multi-Scale Alignment for Contrastive Language-Image Pre-training in Mammography
Multi-View and Multi-Scale Alignment for Contrastive Language-Image Pre-training in Mammography
Yuexi Du
John Onofrey
Nicha Dvornek
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110
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26 Sep 2024
ViKL: A Mammography Interpretation Framework via Multimodal Aggregation of Visual-knowledge-linguistic Features
ViKL: A Mammography Interpretation Framework via Multimodal Aggregation of Visual-knowledge-linguistic Features
Xin Wei
Yaling Tao
Changde Du
Gangming Zhao
Yizhou Yu
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90
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MAGDA: Multi-agent guideline-driven diagnostic assistance
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David Bani-Harouni
Nassir Navab
Matthias Keicher
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75
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Few-shot Adaptation of Medical Vision-Language Models
Few-shot Adaptation of Medical Vision-Language Models
Fereshteh Shakeri
Yunshi Huang
Julio Silva-Rodríguez
Houda Bahig
An Tang
Jose Dolz
Ismail Ben Ayed
VLM
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How Does Diverse Interpretability of Textual Prompts Impact Medical Vision-Language Zero-Shot Tasks?
How Does Diverse Interpretability of Textual Prompts Impact Medical Vision-Language Zero-Shot Tasks?
Sicheng Wang
Che Liu
Rossella Arcucci
VLMMedIm
129
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Has Multimodal Learning Delivered Universal Intelligence in Healthcare? A Comprehensive Survey
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Qika Lin
Yifan Zhu
Xin Mei
Ling Huang
Jingying Ma
Kai He
Zhen Peng
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Mengling Feng
109
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MMCLIP: Cross-modal Attention Masked Modelling for Medical Language-Image Pre-Training
MMCLIP: Cross-modal Attention Masked Modelling for Medical Language-Image Pre-Training
Biao Wu
Yutong Xie
Zeyu Zhang
Minh Hieu Phan
Qi Chen
Ling-Hao Chen
Qi Wu
LM&MA
96
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28 Jul 2024
Masks and Manuscripts: Advancing Medical Pre-training with End-to-End Masking and Narrative Structuring
Masks and Manuscripts: Advancing Medical Pre-training with End-to-End Masking and Narrative Structuring
Shreyank N. Gowda
David A. Clifton
MedIm
68
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Boosting Medical Image-based Cancer Detection via Text-guided Supervision from Reports
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Guangyu Guo
Jiawen Yao
Yingda Xia
Tony C. W. Mok
Zhilin Zheng
Junwei Han
Le Lu
Dingwen Zhang
Jian Zhou
Ling Zhang
66
1
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23 May 2024
RET-CLIP: A Retinal Image Foundation Model Pre-trained with Clinical Diagnostic Reports
RET-CLIP: A Retinal Image Foundation Model Pre-trained with Clinical Diagnostic Reports
Jiawei Du
Jia Guo
Weihang Zhang
Shengzhu Yang
Hanruo Liu
Huiqi Li
Ningli Wang
MedImVLM
68
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23 May 2024
Mammo-CLIP: A Vision Language Foundation Model to Enhance Data Efficiency and Robustness in Mammography
Mammo-CLIP: A Vision Language Foundation Model to Enhance Data Efficiency and Robustness in Mammography
Shantanu Ghosh
Clare B. Poynton
Shyam Visweswaran
Kayhan Batmanghelich
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101
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Factual Serialization Enhancement: A Key Innovation for Chest X-ray Report Generation
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Kang Liu
Zhuoqi Ma
Mengmeng Liu
Zhicheng Jiao
Xiaolu Kang
Qiguang Miao
Kun Xie
MedIm
83
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EVA-X: A Foundation Model for General Chest X-ray Analysis with Self-supervised Learning
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Xinggang Wang
Yuehao Song
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Yajie Chen
Wenyu Liu
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ViT
82
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Pre-training on High Definition X-ray Images: An Experimental Study
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Tianlin Li
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Jiandong Jin
Yao Rong
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Chuanfu Li
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127
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CT-GLIP: 3D Grounded Language-Image Pretraining with CT Scans and Radiology Reports for Full-Body Scenarios
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Yingda Xia
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Ke Yan
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114
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DeViDe: Faceted medical knowledge for improved medical vision-language pre-training
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