TorchIO provides standardized tools for handling medical imaging data in PyTorch-based deep learning workflows. It offers dataset classes, spatial and intensity transforms, and sampling strategies designed specifically for volumetric medical images (CT, MRI, etc.). The library integrates with MONAI and other medical imaging frameworks to streamline data preparation for machine learning research.