`cudaMallocAsync does not yet support checkPoolLiveAllocations` occurred. The PyTorch allocators (`cudaMallocAsync` / `native`) were mixed, resulting in the error ...

Problem Formulation: Mix-supervised Segmentation aims to train a single segmentation model using heterogeneous-annotated data, including mask, box, scribble, point, class-labled, and unlabled data.

Abstract: Accurate prostate zonal segmentation on MRI is crucial for prostate cancer (PCa) detection and treatment. Traditional CNN-based methods, though effective in single-center training, often ...

Scalene is a high-performance CPU, GPU and memory profiler for Python that does a number of things that other Python profilers do not and cannot do. It runs orders of magnitude faster than many other ...