Medical Image Segmentation Deep Learning Pipeline

Construct an advanced deep learning pipeline for medical image segmentation across multiple modalities (X-ray, MRI, CT scans). Develop a comprehensive system using state-of-the-art neural network architectures that can perform precise anatomical segmentation with high accuracy and interpretability. Implement transfer learning techniques, create a robust validation framework, and develop mechanisms for handling limited medical imaging datasets.