Abstract: The challenges of road network segmentation demand an algorithm capable of adapting to the sparse and irregular shapes, as well as the diverse context, which often leads traditional encoding ...

Abstract: Microscopic medical image segmentation is essential for detailed cellular-level analysis in computational pathology, offering insights into disease mechanisms. However, this task is ...

Worst case improvement: Bright/colourful images improved from 17-18 dB (baseline) to 23+ dB through targeted preprocessing augmentation — a +6 dB gain on previously failing cases.

Triton is a language and compiler for writing highly efficient custom deep-learning primitives. Not officially supported on Windows, but a fork provides pre-built wheels. 3.6.x RTX 50xx (Blackwell), ...