Model Tuning

Optimizing multimodal training for medical imaging and diagnostics.

Data Preparation

Collecting public datasets for multimodal training set.

Model Fine-tuning

Using GPT-4 API for joint training and optimization.

Comparative Experiments

Evaluating models on sensitivity, specificity, and F1 scores.

Clinical Validation

Double-blind evaluations by radiologists for accuracy assessment.