Abstract: Highlights•DecloudFormer solves cross-patch color differences in wide-swath cloud removal.•Group Layer Norm preserves spatial and channel info for feature extraction.•Checkerboard Mask boosts robustness to cloud variation by reshaping attention maps.•Checkerboard Attention removes color differences via local-global feature fusion.•DecloudFormer outperforms SOTA methods in cloud removal, with no color differences.
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