notesum.ai

Published at October 31

AllClear: A Comprehensive Dataset and Benchmark for Cloud Removal in Satellite Imagery

cs.CV

cs.AI

Released Date: October 31, 2024

Authors: Hangyu Zhou¹, Chia-Hsiang Kao¹, Cheng Perng Phoo¹, Utkarsh Mall², Bharath Hariharan¹, Kavita Bala¹

Aff.: ¹Computer Science, Cornell University; ²Computer Science, Columbia University

Arxiv: http://arxiv.org/abs/2410.23891v1

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Model	Training Dataset	PSNR $(\uparrow)$	SSIM $(\uparrow)$	SAM $(\downarrow)$	MAE $(\downarrow)$
Least Cloudy	-	28.864	0.836	6.982	0.078
Mosaicing	-	29.824	0.754	23.58	0.045
UnCRtainTS (Ebel et al., 2023)	SEN12MS-CR-TS	29.009	0.898	5.972	0.039
U-TILISE (Stucker et al., 2023)	SEN12MS-CR-TS	24.660	0.807	7.765	0.083
CTGAN (Huang and Wu, 2022)	Sen2_MTC	27.783	0.840	8.800	0.041
PMAA (Zou et al., 2023a)	STGAN	12.455	0.460	8.072	0.240
PMAA (Zou et al., 2023a)	Sen2_MTC	24.328	0.768	8.680	0.078
DiffCR (Zou et al., 2023b)	STGAN	17.998	0.642	9.512	0.117
DiffCR (Zou et al., 2023b)	Sen2_MTC	25.220	0.744	9.382	0.060