From Super-Resolution to Superior Land Cover Detection: Cross-Channel Attention Network for Aerial Image
MAPSRNet offers a practical solution for scenarios where HR imagery is limited or unavailable, highlighting its potential for large-scale remote sensing applications and demonstrating that perceptual and structural fidelity, rather than pixel-level similarity, can drive superior performance in urban land cover segmentation.