MedicalTorch is a PyTorch extension focused on medical imaging workloads. It provides an extensive set of data loaders, pre-processing utilities and dataset implementations tailored for medical image formats (like NIFTI). The framework enables researchers to build and train deep learning models for medical image analysis tasks including segmentation, using standardized data pipelines integrated with PyTorch’s training infrastructure.