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2305.19894
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Med-UniC: Unifying Cross-Lingual Medical Vision-Language Pre-Training by Diminishing Bias
Neural Information Processing Systems (NeurIPS), 2023
31 May 2023
Zhongwei Wan
Che Liu
Mi Zhang
Jie Fu
Benyou Wang
Sibo Cheng
Lei Ma
César Quilodrán-Casas
Rossella Arcucci
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Papers citing
"Med-UniC: Unifying Cross-Lingual Medical Vision-Language Pre-Training by Diminishing Bias"
46 / 46 papers shown
Scaling Down to Scale Up: Towards Operationally-Efficient and Deployable Clinical Models via Cross-Modal Low-Rank Adaptation for Medical Vision-Language Models
Thuraya Alzubaidi
Farhad R. Nezami
Muzammil Behzad
VLM
163
0
0
29 Nov 2025
Vision-Language Enhanced Foundation Model for Semi-supervised Medical Image Segmentation
Jiaqi Guo
Mingzhen Li
Hanyu Su
Santiago López
Lexiaozi Fan
Daniel Kim
Aggelos K. Katsaggelos
VLM
226
0
0
24 Nov 2025
MedPatch: Confidence-Guided Multi-Stage Fusion for Multimodal Clinical Data
Baraa Al Jorf
Farah Shamout
MedIm
80
0
0
07 Aug 2025
A Narrative Review on Large AI Models in Lung Cancer Screening, Diagnosis, and Treatment Planning
Jiachen Zhong
Yiting Wang
Di Zhu
Ziwei Wang
LM&MA
AI4CE
214
5
0
01 Jul 2025
Improving Medical Visual Representation Learning with Pathological-level Cross-Modal Alignment and Correlation Exploration
Jun Wang
Lixing Zhu
Xiaohan Yu
A. Bhalerao
Yulan He
311
1
0
12 Jun 2025
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
MedIm
VLM
AI4CE
461
2
0
10 Jun 2025
Position: Restructuring of Categories and Implementation of Guidelines Essential for VLM Adoption in Healthcare
Amara Tariq
Rimita Lahiri
Charles Kahn
Imon Banerjee
256
1
0
12 May 2025
Towards All-in-One Medical Image Re-Identification
Computer Vision and Pattern Recognition (CVPR), 2025
Yuan Tian
Kaiyuan Ji
Rongzhao Zhang
Yankai Jiang
Chunyi Li
Xiaosong Wang
Guoquan Zheng
VLM
255
4
0
11 Mar 2025
SuPreME: A Supervised Pre-training Framework for Multimodal ECG Representation Learning
Mingsheng Cai
Jiuming Jiang
Wenhao Huang
Che Liu
Rossella Arcucci
AI4TS
473
2
0
27 Feb 2025
Progressive Local Alignment for Medical Multimodal Pre-training
Huimin Yan
Xian Yang
Liang Bai
Jiye Liang
371
0
0
25 Feb 2025
Knowledge-enhanced Multimodal ECG Representation Learning with Arbitrary-Lead Inputs
Che Liu
Cheng Ouyang
Zhongwei Wan
Haozhe Wang
Wenjia Bai
Rossella Arcucci
233
3
0
25 Feb 2025
Group-CLIP Uncertainty Modeling for Group Re-Identification
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025
Qingxin Zhang
Haoyan Wei
Yang Qian
215
0
0
10 Feb 2025
MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization
Kangyu Zhu
Peng Xia
Yun Li
Hongtu Zhu
Sheng Wang
Huaxiu Yao
558
15
0
09 Dec 2024
Can Medical Vision-Language Pre-training Succeed with Purely Synthetic Data?
Annual Meeting of the Association for Computational Linguistics (ACL), 2024
Che Liu
Zhongwei Wan
Haozhe Wang
Yinda Chen
T. Qaiser
Chen Jin
Fariba Yousefi
Nikolay Burlutskiy
Rossella Arcucci
VLM
SyDa
LM&MA
MedIm
343
7
0
17 Oct 2024
Universal Medical Image Representation Learning with Compositional Decoders
Kaini Wang
Ling Yang
Siping Zhou
Guangquan Zhou
Wentao Zhang
Bin Cui
Shuo Li
SSL
MedIm
286
1
0
30 Sep 2024
Multi-View and Multi-Scale Alignment for Contrastive Language-Image Pre-training in Mammography
Information Processing in Medical Imaging (IPMI), 2024
Yuexi Du
John Onofrey
Nicha Dvornek
VLM
207
8
0
26 Sep 2024
How Does Diverse Interpretability of Textual Prompts Impact Medical Vision-Language Zero-Shot Tasks?
Sicheng Wang
Che Liu
Rossella Arcucci
VLM
MedIm
433
1
0
31 Aug 2024
Self-Supervised Learning for Building Robust Pediatric Chest X-ray Classification Models
Sheng Cheng
Zbigniew A. Starosolski
Devika Subramanian
SSL
277
0
0
30 Aug 2024
Has Multimodal Learning Delivered Universal Intelligence in Healthcare? A Comprehensive Survey
Information Fusion (Inf. Fusion), 2024
Qika Lin
Yifan Zhu
Xin Mei
Ling Huang
Jingying Ma
Kai He
Zhen Peng
Xiaoshi Zhong
Mengling Feng
283
61
0
23 Aug 2024
LOOK-M: Look-Once Optimization in KV Cache for Efficient Multimodal Long-Context Inference
Zhongwei Wan
Ziang Wu
Che Liu
Jinfa Huang
Zhihong Zhu
Peng Jin
Longyue Wang
Li Yuan
VLM
282
66
0
26 Jun 2024
D2O: Dynamic Discriminative Operations for Efficient Long-Context Inference of Large Language Models
Zhongwei Wan
Xinjian Wu
Yu Zhang
Yi Xin
Chaofan Tao
...
Xin Wang
Siqi Luo
Jing Xiong
Mi Zhang
Mi Zhang
392
5
0
18 Jun 2024
A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery
Yu Zhang
Xiusi Chen
Sara Szymkuć
Sheng Wang
Shuiwang Ji
Wei Wang
Jiawei Han
385
88
0
16 Jun 2024
MLIP: Efficient Multi-Perspective Language-Image Pretraining with Exhaustive Data Utilization
Yu Zhang
Tao Gui
Zixuan Gong
Yiwei Shi
Yepeng Liu
...
Ke Liu
Kun Yi
Wei Fan
Liang Hu
Changwei Wang
CLIP
VLM
305
7
0
03 Jun 2024
Unlocking the Power of Spatial and Temporal Information in Medical Multimodal Pre-training
Jinxia Yang
Fuchun Sun
Wayne Xin Zhao
Ji-Rong Wen
280
9
0
30 May 2024
ECG Semantic Integrator (ESI): A Foundation ECG Model Pretrained with LLM-Enhanced Cardiological Text
Han Yu
Peikun Guo
Akane Sano
209
34
0
26 May 2024
Open Challenges and Opportunities in Federated Foundation Models Towards Biomedical Healthcare
Xingyu Li
Lu Peng
Yuping Wang
Weihua Zhang
AI4CE
MedIm
LM&MA
341
30
0
10 May 2024
Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement
International Conference on Machine Learning (ICML), 2024
Che Liu
Zhongwei Wan
Ouyang Cheng
Anand Shah
Wenjia Bai
Rossella Arcucci
212
57
0
11 Mar 2024
MEIT: Multimodal Electrocardiogram Instruction Tuning on Large Language Models for Report Generation
Zhongwei Wan
Che Liu
Xin Wang
Chaofan Tao
Hui Shen
Zhenwu Peng
Jie Fu
Rossella Arcucci
Huaxiu Yao
402
18
0
07 Mar 2024
Detecting Multimedia Generated by Large AI Models: A Survey
Li Lin
Neeraj Gupta
Yue Zhang
Hainan Ren
Chun-Hao Liu
Feng Ding
Xin Eric Wang
Xin Li
Luisa Verdoliva
Shu Hu
878
89
0
22 Jan 2024
Enhancing the vision-language foundation model with key semantic knowledge-emphasized report refinement
Cheng Li
Weijian Huang
Hao Yang
Jiarun Liu
Shanshan Wang
MedIm
215
13
0
21 Jan 2024
Exploring scalable medical image encoders beyond text supervision
Fernando Pérez-García
Harshita Sharma
Sam Bond-Taylor
Kenza Bouzid
Valentina Salvatelli
...
Maria T. A. Wetscherek
Noel C. F. Codella
Stephanie L. Hyland
Javier Alvarez-Valle
Ozan Oktay
LM&MA
MedIm
512
9
0
19 Jan 2024
Enhancing medical vision-language contrastive learning via inter-matching relation modelling
Mingjian Li
Mingyuan Meng
M. Fulham
David Dagan Feng
Lei Bi
Jinman Kim
VLM
419
6
0
19 Jan 2024
Enhancing Representation in Medical Vision-Language Foundation Models via Multi-Scale Information Extraction Techniques
IEEE International Symposium on Biomedical Imaging (ISBI), 2024
Weijian Huang
Cheng Li
Hong-Yu Zhou
Jiarun Liu
Hao Yang
Yong Liang
Guangming Shi
Hairong Zheng
Shanshan Wang
184
3
0
03 Jan 2024
ECAMP: Entity-centered Context-aware Medical Vision Language Pre-training
Rongsheng Wang
Qingsong Yao
Zihang Jiang
Zhiyang He
Xiaodong Tao
Zihang Jiang
S.Kevin Zhou
MedIm
VLM
338
6
0
20 Dec 2023
Fine-Grained Image-Text Alignment in Medical Imaging Enables Explainable Cyclic Image-Report Generation
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Wenting Chen
Linlin Shen
Jingyang Lin
Jiebo Luo
Xiang Li
Yixuan Yuan
MedIm
327
30
0
13 Dec 2023
CLIP in Medical Imaging: A Comprehensive Survey
Medical Image Analysis (MIA), 2023
Zihao Zhao
Yuxiao Liu
Han Wu
Yonghao Li
Sheng Wang
L. Teng
Disheng Liu
Zhiming Cui
Qian Wang
Hongtu Zhu
CLIP
MedIm
LM&MA
VLM
577
43
0
12 Dec 2023
G2D: From Global to Dense Radiography Representation Learning via Vision-Language Pre-training
Neural Information Processing Systems (NeurIPS), 2023
Che Liu
Ouyang Cheng
Sibo Cheng
Anand Shah
Wenjia Bai
Rossella Arcucci
VLM
MedIm
239
16
0
03 Dec 2023
IMITATE: Clinical Prior Guided Hierarchical Vision-Language Pre-training
IEEE Transactions on Medical Imaging (TMI), 2023
Che Liu
Sibo Cheng
Miaojing Shi
Anand Shah
Wenjia Bai
Rossella Arcucci
321
36
0
11 Oct 2023
Utilizing Synthetic Data for Medical Vision-Language Pre-training: Bypassing the Need for Real Images
Che Liu
Anand Shah
Wenjia Bai
Rossella Arcucci
MedIm
402
21
0
10 Oct 2023
Enhancing Representation in Radiography-Reports Foundation Model: A Granular Alignment Algorithm Using Masked Contrastive Learning
Nature Communications (Nat. Commun.), 2023
Weijian Huang
Cheng Li
Hao Yang
Jiarun Liu
Shanshan Wang
MedIm
219
54
0
12 Sep 2023
ETP: Learning Transferable ECG Representations via ECG-Text Pre-training
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Che Liu
Zhongwei Wan
Sibo Cheng
Mi Zhang
Rossella Arcucci
238
51
0
06 Sep 2023
Learning Multiscale Consistency for Self-supervised Electron Microscopy Instance Segmentation
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Yinda Chen
Wei-Ping Huang
Xiaoyu Liu
Shiyu Deng
Qi Chen
Zhiwei Xiong
278
26
0
19 Aug 2023
M-FLAG: Medical Vision-Language Pre-training with Frozen Language Models and Latent Space Geometry Optimization
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023
Che Liu
Sibo Cheng
Chong Chen
Mengyun Qiao
Weitong Zhang
Anand Shah
Wenjia Bai
Rossella Arcucci
VLM
401
71
0
17 Jul 2023
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation
Yinda Chen
Che Liu
Wei-Ping Huang
Sibo Cheng
Rossella Arcucci
Zhiwei Xiong
VLM
MedIm
269
55
0
07 Jun 2023
G-MAP: General Memory-Augmented Pre-trained Language Model for Domain Tasks
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Zhongwei Wan
Yichun Yin
Wei Zhang
Jiaxin Shi
Lifeng Shang
Guangyong Chen
Xin Jiang
Qun Liu
VLM
CLL
348
20
0
07 Dec 2022
Pre-trained Language Models in Biomedical Domain: A Systematic Survey
ACM Computing Surveys (CSUR), 2021
Benyou Wang
Qianqian Xie
Jiahuan Pei
Zhihong Chen
Prayag Tiwari
Zhao Li
Jie Fu
LM&MA
AI4CE
455
209
0
11 Oct 2021
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