MedImageInsight-Premium

Most medical imaging AI today is narrowly built to detect a small set of individual findings on a single modality like chest X-rays. This training approach is data- and computationally inefficient, requiring ~6-12 months per finding, and often fails to generalize in real world environments. By further training existing multimodal foundation models on medical images and associated text data, Microsoft and Nuance created a multimodal foundation model that shows evidence of generalizing across various medical imaging modalities, anatomies, locations, severities, and types of medical data. The training methods learn to map the medical text and images into a unified numerical vector representation space, which makes it easy for computers to understand the relationships between those modalities.

Embeddings are an important building block in AI research and development for retrieval, search, comparison, classification, and tagging tasks, and developers and researchers can now use MedImageInsight Premium embeddings in the medical domain. MedImageInsight Premium allows developers to customize and adapt to their specific use cases.

This repository contains the MedImageInsight Premium model, which is packaged in MLflow format and deployed using Azure ML service. The estimated time to package and deploy the model is approximately 1 hour.

This model is intended and provided as-is for research and model development exploration. MedImageInsight Premium is not designed or intended to be deployed in clinical settings as-is nor is it for use in the diagnosis or treatment of any health or medical condition, and the model's performance for such purposes has not been established. You bear sole responsibility and liability for any use of MedImageInsight Premium, including verification of outputs and incorporation into any product or service intended for a medical purpose or to inform clinical decision-making, compliance with applicable healthcare laws and regulations, and obtaining any necessary clearances or approvals.

Please see https://aka.ms/MedImageInsightPremiumpaper for more details.

For documentation and example Jupyter Notebooks, visit: https://aka.ms/MedImageInsightPremiumDocs .

The provider has not supplied this information.

See Responsible AI for additional considerations for responsible use.

This model is intended and provided as-is for research and model development exploration.

The model is not designed for the following use cases:

• Use by clinicians to inform clinical decision-making, as a diagnostic tool, or as a medical device - MedImageInsight Premium is not designed or intended to be deployed as-is in clinical settings nor is it for use in the diagnosis, cure, mitigation, treatment, or prevention of disease or other conditions (including to support clinical decision-making), or as a substitute of professional medical advice, diagnosis, treatment, or clinical judgment of a healthcare professional.

• Scenarios without consent for data - Any scenario that uses health data for a purpose for which consent was not obtained.  

• Use outside of health scenarios - Any scenario that uses non-medical related image and/or serving purposes outside of the healthcare domain. 

MedImageInsight Premium is not designed or intended to be deployed in clinical settings as-is nor is it for use in the diagnosis or treatment of any health or medical condition, and the model's performance for such purposes has not been established.

You bear sole responsibility and liability for any use of MedImageInsight Premium, including verification of outputs and incorporation into any product or service intended for a medical purpose or to inform clinical decision-making, compliance with applicable healthcare laws and regulations, and obtaining any necessary clearances or approvals.