{"total":39,"rows":[{"id":"2401.10815","title":"Exploring scalable medical image encoders beyond text supervision","created":"2024-01-19","cited_by_count":132,"area":null},{"id":"2404.03264","title":"Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions","created":"2024-04-04","cited_by_count":77,"area":null},{"id":"2312.07353","title":"CLIP in Medical Imaging: A Survey","created":"2023-12-12","cited_by_count":40,"area":null},{"id":"2402.17417","title":"CARZero: Cross-Attention Alignment for Radiology Zero-Shot Classification","created":"2024-02-27","cited_by_count":40,"area":null},{"id":"2410.00379","title":"CXPMRG-Bench: Pre-training and Benchmarking for X-ray Medical Report Generation on CheXpert Plus Dataset","created":"2024-10-01","cited_by_count":35,"area":null},{"id":"2408.06687","title":"Masked Image Modeling: A Survey","created":"2024-08-13","cited_by_count":29,"area":null},{"id":"2411.19378","title":"Libra: Leveraging Temporal Images for Biomedical Radiology Analysis","created":"2024-11-28","cited_by_count":29,"area":null},{"id":"2401.12215","title":"Less Could Be Better: Parameter-efficient Fine-tuning Advances Medical Vision Foundation Models","created":"2024-01-22","cited_by_count":18,"area":null},{"id":"2412.02621","title":"Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions","created":"2024-12-03","cited_by_count":18,"area":null},{"id":"2303.12484","title":"Label-Efficient Deep Learning in Medical Image Analysis: Challenges and Future Directions","created":"2023-03-22","cited_by_count":16,"area":null},{"id":"2303.09117","title":"Cross-Modal Causal Intervention for Medical Report Generation","created":"2023-03-16","cited_by_count":15,"area":null},{"id":"2403.16520","title":"CMViM: Contrastive Masked Vim Autoencoder for 3D Multi-modal Representation Learning for AD classification","created":"2024-03-25","cited_by_count":15,"area":null},{"id":"2311.11686","title":"Segment Together: A Versatile Paradigm for Semi-Supervised Medical Image Segmentation","created":"2023-11-20","cited_by_count":12,"area":null},{"id":"2410.08861","title":"A foundation model for generalizable disease diagnosis in chest X-ray images","created":"2024-10-11","cited_by_count":12,"area":null},{"id":"2411.12195","title":"A Survey of Medical Vision-and-Language Applications and Their Techniques","created":"2024-11-19","cited_by_count":11,"area":null},{"id":"2408.05618","title":"UrFound: Towards Universal Retinal Foundation Models via Knowledge-Guided Masked Modeling","created":"2024-08-10","cited_by_count":10,"area":null},{"id":"2603.07113","title":"Efficient Chest X-ray Representation Learning via Semantic-Partitioned Contrastive Learning","created":"2026-03-07","cited_by_count":10,"area":null},{"id":"2409.18119","title":"Multi-View and Multi-Scale Alignment for Contrastive Language-Image Pre-training in Mammography","created":"2024-09-26","cited_by_count":9,"area":null},{"id":"2401.01591","title":"MLIP: Medical Language-Image Pre-training with Masked Local Representation Learning","created":"2024-01-03","cited_by_count":7,"area":null},{"id":"2404.17926","title":"Pre-training on High Definition X-ray Images: An Experimental Study","created":"2024-04-27","cited_by_count":7,"area":null},{"id":"2502.17132","title":"Applications of Large Models in Medicine","created":"2025-02-24","cited_by_count":6,"area":null},{"id":"2606.03417","title":"A unified multi-task framework enables interpretable chest radiograph analysis","created":"2026-06-02","cited_by_count":6,"area":null},{"id":"2506.08990","title":"Efficient Medical Vision-Language Alignment Through Adapting Masked Vision Models","created":"2025-06-10","cited_by_count":5,"area":null},{"id":"2509.12818","title":"Data Scaling Laws for Radiology Foundation Models","created":"2025-09-16","cited_by_count":5,"area":null},{"id":"2401.01524","title":"Multimodal self-supervised learning for lesion localization","created":"2024-01-03","cited_by_count":4,"area":null},{"id":"2401.10501","title":"Enhancing medical vision-language contrastive learning via inter-matching relation modelling","created":"2024-01-19","cited_by_count":4,"area":null},{"id":"2504.07416","title":"RadZero: Similarity-Based Cross-Attention for Explainable Vision-Language Alignment in Chest X-ray with Zero-Shot Multi-Task Capability","created":"2025-04-10","cited_by_count":4,"area":null},{"id":"2407.21011","title":"CLEFT: Language-Image Contrastive Learning with Efficient Large Language Model and Prompt Fine-Tuning","created":"2024-07-30","cited_by_count":3,"area":null},{"id":"2509.25963","title":"Self-Supervised Anatomical Consistency Learning for Vision-Grounded Medical Report Generation","created":"2025-09-30","cited_by_count":3,"area":null},{"id":"2510.24551","title":"Generative AI for Healthcare: Fundamentals, Challenges, and Perspectives","created":"2025-10-28","cited_by_count":3,"area":null},{"id":"2511.15943","title":"Boosting Medical Visual Understanding From Multi-Granular Language Learning","created":"2025-11-20","cited_by_count":2,"area":null},{"id":"2404.00226","title":"Design as Desired: Utilizing Visual Question Answering for Multimodal Pre-training","created":"2024-03-30","cited_by_count":1,"area":null},{"id":"2510.08791","title":"Alignment, Mining and Fusion: Representation Alignment with Hard Negative Mining and Selective Knowledge Fusion for Medical Visual Question Answering","created":"2025-10-09","cited_by_count":1,"area":null},{"id":"2605.19374","title":"Concept-Guided Noisy Negative Suppression for Zero-Shot Classification and Grounding of Chest X-Ray Findings","created":"2026-05-19","cited_by_count":1,"area":null},{"id":"2510.24385","title":"When are radiology reports useful for training medical image classifiers?","created":"2025-10-28","cited_by_count":0,"area":null},{"id":"2605.15171","title":"Evidential Reasoning Advances Interpretable Real-World Disease Screening","created":"2026-05-14","cited_by_count":0,"area":null},{"id":"2607.09135","title":"Super-Generalist: Towards Comprehensive and Accurate Medical Image Understanding via Generalist-Specialist Synergy","created":"2026-07-10","cited_by_count":0,"area":null},{"id":"2608.30390","title":"Uncertainty of Vision Medical Foundation Models","created":"2026-08-31","cited_by_count":0,"area":null},{"id":"2609.39266","title":"PLRS-IC: A Dual-Calibration Framework for Chest X-Ray Vision-Language Alignment","created":"2026-09-30","cited_by_count":0,"area":null}],"next_cursor":null}