Datasets › SEN12MS-CR

SEN12MS-CR

Introduced by Patrick Ebel et al. in Multi-Sensor Data Fusion for Cloud Removal in Global and All-Season Sentinel-2 Imagery archive 2025-07-28

SEN12MS-CR is a multi-modal and mono-temporal data set for cloud removal. It contains observations covering 175 globally distributed Regions of Interest recorded in one of four seasons throughout the year of 2018. For each region, paired and co-registered synthetic aperture radar (SAR) Sentinel-1 measurements as well as cloudy and cloud-free optical multi-spectral Sentinel-2 observations from European Space Agency's Copernicus mission are provided. The Sentinel satellites provide public access data and are among the most prominent satellites in Earth observation.

Source: Multi-Sensor Data Fusion for Cloud Removal in Global and All-Season Sentinel-2 Imagery

Homepage Benchmarks Papers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

		First row (archive order)	Paper	Code
Cloud Removal	SEN12MS-CR	DGMR MAE 0.016	DGMR: Diffusion Guided Masked Reconstruction Framework...	chouhan-avinash/DGMR	10	Compare

Papers archive 2025-07-28

10 shown of 10 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 13. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

			Date	Samples run Syntology
DGMR: Diffusion Guided Masked Reconstruction Framework for Multimodal Cloud Removal	1	1	1 May 2025	not harvested
DiffCR: A Fast Conditional Diffusion Framework for Cloud Removal from Optical Satellite Images	1	1	8 Aug 2023	ran 17 of 20 samples (3 unverified; 20 pointer-only for licence)
UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series	1	1	11 Apr 2023	not harvested
GLF-CR: SAR-Enhanced Cloud Removal with Global-Local Fusion	1	1	6 Jun 2022	not harvested
Cloud Removal for Remote Sensing Imagery via Spatial Attention Generative Adversarial Network	2	1	28 Sep 2020	not harvested
Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusion	1	1	2 Jul 2020	not harvested
Cloud Removal with Fusion of High Resolution Optical and SAR Images Using Generative Adversarial Networks	0	1	5 Jan 2020	not harvested
A Conditional Generative Adversarial Network to Fuse Sar And Multispectral Optical Data For Cloud Removal From Sentinel-2 Images	0	1	4 Nov 2018	not harvested
SAR TO OPTICAL IMAGE SYNTHESIS FOR CLOUD REMOVAL WITH GENERATIVE ADVERSARIAL NETWORKS	1	1	26 Sep 2018	not harvested
Filmy Cloud Removal on Satellite Imagery with Multispectral Conditional Generative Adversarial Nets	0	1	13 Oct 2017	not harvested

Dataset loaders archive 2025-07-28

PatrickTUM/SEN12MS-CR-TSpytorch

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Image Reconstruction Image Denoising Cloud Removal

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Images Hyperspectral images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

SEN12MS-CR

1 variant name, as the archive lists them.

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