Automated Medical Image Diagnostic Preprocessing Pipeline

Develop a comprehensive medical image preprocessing automation system capable of handling multiple imaging modalities (X-Ray, CT, MRI, Ultrasound). Create a workflow that can: 1) Automatically detect image format and modality, 2) Apply standardized preprocessing techniques, 3) Perform quality assessment and artifact detection, 4) Generate machine learning-ready datasets, and 5) Provide detailed metadata and preprocessing logs. Include support for transfer learning and adaptive noise reduction techniques.