AI RESEARCH
Context-Aware Semantic Segmentation via Stage-Wise Attention
arXiv CS.CV
•
ArXi:2601.11310v2 Announce Type: replace Semantic ultra-high-resolution (UHR) image segmentation is essential in remote sensing applications such as aerial mapping and environmental monitoring. Transformer-based models remain challenging in this setting because memory grows quadratically with the number of tokens, limiting either spatial resolution or contextual scope. We