Puhong Duan

Squeezing Context into Patches: Towards Memory-Efficient Ultra-High Resolution Semantic Segmentation

Segmenting ultra-high-resolution (UHR) images poses a significant challenge due to constraints on GPU memory, leading to a trade-off between detailed local information and a comprehensive contextual understanding. Current UHR methods often employ a multi-branch encoder to handle local and contextual