Model Fine-Tuning

Enhancing AI with medical image and terminology adaptation for improved diagnostic capabilities.

Data Preparation

Collecting and annotating 100,000 anonymized medical images for a comprehensive multimodal dataset.

A person wearing blue medical gloves is holding a tablet displaying dental X-ray images. The screen shows various detailed scans of teeth and jaw structures with annotations in different colors.
A person wearing blue medical gloves is holding a tablet displaying dental X-ray images. The screen shows various detailed scans of teeth and jaw structures with annotations in different colors.
Performance Evaluation

Conducting blind tests and cross-validation to assess model improvements and generalization on rare diseases.

Two X-ray images are displayed on a lightbox, showing different views of a shoulder joint with possible structural concerns.
Two X-ray images are displayed on a lightbox, showing different views of a shoulder joint with possible structural concerns.

Medical Images

Building a multimodal dataset for advanced medical analysis and research.

A black and white X-ray image of the human chest region showing the ribcage, spine, and part of the shoulder blades. The lungs and heart are faintly visible within the ribcage structure.
A black and white X-ray image of the human chest region showing the ribcage, spine, and part of the shoulder blades. The lungs and heart are faintly visible within the ribcage structure.
Data Preparation

Collecting and annotating medical images for machine learning.

A man with a beard and glasses, wearing a white coat and red sweater, is attentively examining a series of cranial X-ray images displayed on a lightbox. A chalkboard with writing is visible in the background.
A man with a beard and glasses, wearing a white coat and red sweater, is attentively examining a series of cranial X-ray images displayed on a lightbox. A chalkboard with writing is visible in the background.
An X-ray image of the human skull, displaying clear outlines of the cranium, eye sockets, and nasal cavity. The image has a monochrome color palette, typical for X-ray images, with variations in brightness indicating different densities of bone and tissue.
An X-ray image of the human skull, displaying clear outlines of the cranium, eye sockets, and nasal cavity. The image has a monochrome color palette, typical for X-ray images, with variations in brightness indicating different densities of bone and tissue.
The image depicts a clean and modern hospital room featuring a hospital bed with advanced monitoring equipment attached. The room is well-lit with ceiling lights and has a large window with blinds, allowing natural light to enter. The floors are made of polished wood, and there are neutral-colored walls. Medical equipment and a computer monitor are suspended above the bed, contributing to the sterile and professional atmosphere of the room.
The image depicts a clean and modern hospital room featuring a hospital bed with advanced monitoring equipment attached. The room is well-lit with ceiling lights and has a large window with blinds, allowing natural light to enter. The floors are made of polished wood, and there are neutral-colored walls. Medical equipment and a computer monitor are suspended above the bed, contributing to the sterile and professional atmosphere of the room.
Model Fine-tuning

Adapting GPT-4 for enhanced medical terminology and image descriptions.

Dataset

Building multimodal medical image datasets for research.

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