Summer Sentinel-2 imagery and a U-Net give the most reliable building detection; winter scenes and low-density settlement types produce large accuracy drops.
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Toward Seasonal Guidelines for Robust Deep-Learning Sentinel-2 Building Detection in Different Area Types
Summer Sentinel-2 imagery and a U-Net give the most reliable building detection; winter scenes and low-density settlement types produce large accuracy drops.