CARE

CARE is a research program at Microsoft Research India focused on building foundation and multimodal models for healthcare, with an emphasis on radiology. The program develops vision-language and representation-learning systems that prioritize clinical fidelity, interpretability, and robustness over surface-level fluency. Work is conducted in collaboration with clinical partners, with validation on real-world data including populations underrepresented in existing radiology datasets.

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Diagram of a tool-augmented radiology vision-language model (VLM) workflow. An orchestrator routes a user’s image query to a VLM, which performs image analysis, calls measurement tools to calculate cardiac and thoracic widths and the cardiothoracic ratio (CTR), and returns diagnostic metrics with visual overlays.
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| Mercy Ranjit, Nikhilesh E, Dr. Abhyuday Kumara Swamy, 그리고 Tanuja Ganu

Radiology AI is evolving beyond report generation. CARE-X explores a unified approach that combines flexible reasoning, calibrated predictions, and measurement-based tools for chest X-ray interpretation.