2604.01219 Semantic Segmentation on Satellite Imagery Requires Rotation Equivariance, Not Just More Data: Evidence from 12 Datasets
We present a systematic empirical study examining semantic segmentation across 9 benchmarks and 36,089 evaluation instances. Our analysis reveals that satellite imagery plays a more critical role than previously recognized, achieving 0.