MedMLX: On-Device Medical Imaging AI for Apple Silicon

Background: Medical imaging research increasingly combines specialized artificial intelligence models for segmentation, detection, image synthesis and report generation. For three-dimensional CT and MRI, these workflows typically run on NVIDIA GPUs with substantial memory. On-device AI on widely available Apple Silicon computers could broaden access to these models for clinical researchers. These computers share a large memory pool between the CPU and GPU, which suits workflows that combine several models. However, few established imaging models run natively on Apple Silicon. Adapting a model

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