Advanced Medical Image Analysis Pipeline

Construct a comprehensive medical image analysis pipeline using deep learning and computer vision techniques. Develop a multi-stage approach for processing various medical imaging modalities including X-ray, MRI, CT, and ultrasound. Implement advanced neural network architectures like transformers and self-supervised learning models to improve diagnostic accuracy and generalizability. The solution must include robust preprocessing, feature extraction, and interpretability mechanisms.