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Memory-constrained semantic segmen- tation for ultra-high resolution uav imagery.IEEE Robotics and Automation Letters, 9(2):1708–1715

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Context-Aware Semantic Segmentation via Stage-Wise Attention

cs.CV · 2026-01-16 · unverdicted · novelty 6.0

CASWiT reaches 66.37% mIoU on FLAIR-HUB and 49.2% on URUR by injecting low-resolution context via stage-wise cross-attention in a dual-branch Swin architecture with SimMIM-style pretraining.

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  • Context-Aware Semantic Segmentation via Stage-Wise Attention cs.CV · 2026-01-16 · unverdicted · none · ref 24

    CASWiT reaches 66.37% mIoU on FLAIR-HUB and 49.2% on URUR by injecting low-resolution context via stage-wise cross-attention in a dual-branch Swin architecture with SimMIM-style pretraining.