v1v2v3 (latest)

Med-UniC: Unifying Cross-Lingual Medical Vision-Language Pre-Training by Diminishing Bias

Neural Information Processing Systems (NeurIPS), 2023

31 May 2023

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

Title
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 109 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 216 0 0 24 Nov 2025
MedPatch: Confidence-Guided Multi-Stage Fusion for Multimodal Clinical Data Baraa Al Jorf Farah Shamout MedIm 68 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 199 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 282 0 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 400 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 232 0 0 12 May 2025
Towards All-in-One Medical Image Re-IdentificationComputer Vision and Pattern Recognition (CVPR), 2025 Yuan Tian Kaiyuan Ji Rongzhao Zhang Yankai Jiang Chunyi Li Xiaosong Wang Guoquan Zheng VLM 235 3 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 441 2 0 27 Feb 2025
Progressive Local Alignment for Medical Multimodal Pre-training Huimin Yan Xian Yang Liang Bai Jiye Liang 327 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 209 3 0 25 Feb 2025
Group-CLIP Uncertainty Modeling for Group Re-IdentificationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025 Qingxin Zhang Haoyan Wei Yang Qian 210 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 522 14 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 311 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 262 1 0 30 Sep 2024
Multi-View and Multi-Scale Alignment for Contrastive Language-Image Pre-training in MammographyInformation Processing in Medical Imaging (IPMI), 2024 Yuexi Du John Onofrey Nicha Dvornek VLM 194 7 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 400 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 236 0 0 30 Aug 2024
Has Multimodal Learning Delivered Universal Intelligence in Healthcare? A Comprehensive SurveyInformation Fusion (Inf. Fusion), 2024 Qika Lin Yifan Zhu Xin Mei Ling Huang Jingying Ma Kai He Zhen Peng Xiaoshi Zhong Mengling Feng 275 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 262 64 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 366 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 356 86 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 278 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 264 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 186 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 321 28 0 10 May 2024
Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge EnhancementInternational Conference on Machine Learning (ICML), 2024 Che Liu Zhongwei Wan Ouyang Cheng Anand Shah Wenjia Bai Rossella Arcucci 172 54 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 374 16 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 817 88 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 190 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 473 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 387 6 0 19 Jan 2024
Enhancing Representation in Medical Vision-Language Foundation Models via Multi-Scale Information Extraction TechniquesIEEE 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 175 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 313 6 0 20 Dec 2023
Fine-Grained Image-Text Alignment in Medical Imaging Enables Explainable Cyclic Image-Report GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Wenting Chen Linlin Shen Jingyang Lin Jiebo Luo Xiang Li Yixuan Yuan MedIm 266 30 0 13 Dec 2023
CLIP in Medical Imaging: A Comprehensive SurveyMedical 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 521 43 0 12 Dec 2023
G2D: From Global to Dense Radiography Representation Learning via Vision-Language Pre-trainingNeural Information Processing Systems (NeurIPS), 2023 Che Liu Ouyang Cheng Sibo Cheng Anand Shah Wenjia Bai Rossella Arcucci VLM MedIm 223 16 0 03 Dec 2023
IMITATE: Clinical Prior Guided Hierarchical Vision-Language Pre-trainingIEEE Transactions on Medical Imaging (TMI), 2023 Che Liu Sibo Cheng Miaojing Shi Anand Shah Wenjia Bai Rossella Arcucci 281 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 354 21 0 10 Oct 2023
Enhancing Representation in Radiography-Reports Foundation Model: A Granular Alignment Algorithm Using Masked Contrastive LearningNature Communications (Nat. Commun.), 2023 Weijian Huang Cheng Li Hao Yang Jiarun Liu Shanshan Wang MedIm 195 51 0 12 Sep 2023
ETP: Learning Transferable ECG Representations via ECG-Text Pre-trainingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Che Liu Zhongwei Wan Sibo Cheng Mi Zhang Rossella Arcucci 218 50 0 06 Sep 2023
Learning Multiscale Consistency for Self-supervised Electron Microscopy Instance SegmentationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Yinda Chen Wei-Ping Huang Xiaoyu Liu Shiyu Deng Qi Chen Zhiwei Xiong 202 25 0 19 Aug 2023
M-FLAG: Medical Vision-Language Pre-training with Frozen Language Models and Latent Space Geometry OptimizationInternational 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 371 70 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 237 55 0 07 Jun 2023
G-MAP: General Memory-Augmented Pre-trained Language Model for Domain TasksConference 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 339 20 0 07 Dec 2022
Pre-trained Language Models in Biomedical Domain: A Systematic SurveyACM Computing Surveys (CSUR), 2021 Benyou Wang Qianqian Xie Jiahuan Pei Zhihong Chen Prayag Tiwari Zhao Li Jie Fu LM&MA AI4CE 430 204 0 11 Oct 2021