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 ...

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), ...

Abstract: In recent years, there has been a growing demand for remote sensing image semantic segmentation in various applications. The key to semantic segmentation lies in the ability to globally ...

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