Model Card: SD1.5C_SAW3k

Model Details

• Model Name: Fine-Tuned SD 1.5 for Mammogram Analysis
• Model Version: 1.0
• Model Architecture: Stable Diffusion (SD) 1.5
• Fine-Tuning Dataset: CSAW Dataset
• Number of Images Used for Fine-Tuning: ~3,000
• Primary Use Case: Mammogram image analysis for breast cancer detection
• License: MIT

Model Description

This model is a fine-tuned version of the Stable Diffusion 1.5 (SD 1.5) architecture, specifically adapted for the analysis of mammogram images. The fine-tuning process utilized a subset of the CSAW dataset, comprising 3,000 annotated mammogram images, to enhance the model's ability to identify and classify abnormalities indicative of breast cancer.

Intended Use

The model is designed to assist radiologists and medical practitioners in the analysis of mammograms.

Applications

• Radiology Assistance: Supporting radiologists in reviewing and interpreting mammogram images.
• Research: Facilitating studies in breast cancer detection and radiology.

Ethical Considerations

• Bias and Fairness: Efforts were made to ensure the dataset used for fine-tuning is representative of diverse populations. However, users should be aware of potential biases inherent in the training data.
• Privacy: The CSAW dataset used for training was anonymized to protect patient privacy.