WHUS2-CR, a thin cloud removal dataset for Sentinel-2 images

WHUS2-CR is a thin cloud removal dataset for Sentinel-2A images. WHUS2-CR contains 36 paired cloud and corresponding clear Sentinel-2A images evenly distributed over the world.

Because the max storage limitation of one dataset is 50 GB, 5 files can not be uploaded on this dataset. They can be found on : https://doi.org/10.5281/zenodo.5616753. (The reported results in ref [1] are in CRMSS-result.rar, CRMSS-10-4.rar and CRMSS-4-4.rar, respectively.)

The dataset reproducing code and model source code for ref [2] are on : https://github.com/Neooolee/WHUS2-CR

If you use this dataset for your research, please cite us accordingly:

#Reference: 

[1] J. Li, Z. W, Z. Hu, J. Z, M. Li, L. Mo and M. Molinier, “Thin cloud removal in optical remote sensing images based on generative adversarial networks and physical model of cloud distortion,” ISPRS J. Photogramm. Remote Sens., vol. 166, pp. 373–389, Aug. 2020, http://doi.org/10.1016/j.isprsjprs.2020.06.021.

[2] J. Li, Z. Wu, Z. Hu, Z. Li, Y. Wang, and M. Molinier, “Deep learning based thin cloud removal fusing vegetation red edge and short wave infrared spectral information for Sentinel-2A imagery,” Remote Sens., vol. 13, no. 1, p. 157, Jan. 2021, http://doi.org/10.3390/rs13010157.

The training and testing image list used in reference [2] is (The training and testing small patches are listed in filenos.xlsx):

Training set

1
Cloud-free
S2A_MSIL1C_20160403T030602_N0201_R075_T50TMK_20160403T031209

Cloudy
S2A_MSIL1C_20160413T031632_N0201_R075_T50TMK_20160413T031626

2
Cloud-free
S2A_MSIL1C_20181111T053041_N0207_R105_T43RGM_20181111T083104

Cloudy
S2A_MSIL1C_20181121T053121_N0207_R105_T43RGM_20181121T091419

3
Cloud-free
S2A_MSIL1C_20160925T104022_N0204_R008_T32ULB_20160925T104115

Cloudy
S2A_MSIL1C_20160915T104022_N0204_R008_T32ULB_20160915T104018

4
Cloud-free
S2A_MSIL1C_20160528T153912_N0202_R011_T18TWL_20160528T154746

Cloudy
S2A_MSIL1C_20160518T155142_N0202_R011_T18TWL_20160518T155138

5
Cloud-free
S2A_MSIL1C_20181208T170701_N0207_R069_T14QMG_20181208T202913

Cloudy
S2A_MSIL1C_20181218T170711_N0207_R069_T14QMG_20181218T203015

6
Cloud-free
S2A_MSIL1C_20180809T190911_N0206_R056_T10UFB_20180810T002400

Cloudy
S2A_MSIL1C_20180819T190911_N0206_R056_T10UFB_20180820T002955

7
Cloud-free
S2A_MSIL1C_20190306T132231_N0207_R038_T22KHV_20190306T164115

Cloudy
S2A_MSIL1C_20190224T132231_N0207_R038_T22KHV_20190224T164104

8
Cloud-free
S2A_MSIL1C_20181012T084901_N0206_R107_T37VCC_20181012T110218

Cloudy
S2A_MSIL1C_20181022T085011_N0206_R107_T37VCC_20181022T110901

9
Cloud-free
S2A_MSIL1C_20190619T023251_N0207_R103_T50JKP_20190619T071925

Cloudy
S2A_MSIL1C_20190629T023251_N0207_R103_T50JKP_20190629T053618

10
Cloud-free
S2A_MSIL1C_20190901T032541_N0208_R018_T47NPF_20190901T070148

Cloudy
S2A_MSIL1C_20190911T032541_N0208_R018_T47NPF_20190911T084555

11
Cloud-free
S2A_MSIL1C_20160419T083012_N0201_R021_T36RUU_20160419T083954

Cloudy
S2A_MSIL1C_20160409T083012_N0201_R021_T36RUU_20160409T084024

12
Cloud-free
S2A_MSIL1C_20190218T143751_N0207_R096_T19HCC_20190218T175945

Cloudy
S2A_MSIL1C_20190208T143751_N0207_R096_T19HCC_20190208T180253

13
Cloud-free
S2A_MSIL1C_20180609T061631_N0206_R034_T42TWL_20180609T081837

Cloudy
S2A_MSIL1C_20180530T061631_N0206_R034_T42TWL_20180530T082050

14
Cloud-free
S2A_MSIL1C_20191111T025941_N0208_R032_T49QGF_20191111T055938

Cloudy
S2A_MSIL1C_20191101T025841_N0208_R032_T49QGF_20191101T054434

15
Cloud-free
S2A_MSIL1C_20190818T103031_N0208_R108_T31SEA_20190818T124651

Cloudy
S2A_MSIL1C_20190808T103031_N0208_R108_T31SEA_20190808T124427

16
Cloud-free
S2A_MSIL1C_20191202T105421_N0208_R051_T29PPP_20191202T112025

Cloudy
S2A_MSIL1C_20191212T105441_N0208_R051_T29PPP_20191212T111831

17
Cloud-free
S2A_MSIL1C_20190919T074611_N0208_R135_T35JPL_20190919T105208

Cloudy
S2A_MSIL1C_20190929T074711_N0208_R135_T35JPL_20190929T100745

18
Cloud-free
S2A_MSIL1C_20190725T142801_N0208_R053_T20LMR_20190725T175149

Cloudy
S2A_MSIL1C_20190804T142801_N0208_R053_T20LMR_20190804T175038

19
Cloud-free
S2A_MSIL1C_20191101T043931_N0208_R033_T46TDK_20191101T074915

Cloudy
S2A_MSIL1C_20191022T043831_N0208_R033_T46TDK_20191022T063301

20
Cloud-free
S2A_MSIL1C_20160509T065022_N0202_R020_T41UNV_20160509T065018

Cloudy
S2A_MSIL1C_20160519T064632_N0202_R020_T41UNV_20160519T064833

21
Cloud-free
S2A_MSIL1C_20191019T012631_N0208_R131_T53LKF_20191019T030531

Cloudy
S2A_MSIL1C_20191029T012721_N0208_R131_T53LKF_20191029T040003

22
Cloud-free
S2A_MSIL1C_20190503T071621_N0207_R006_T38PMB_20190503T092340

Cloudy
S2A_MSIL1C_20190423T071621_N0207_R006_T38PMB_20190423T093049

23
Cloud-free
S2A_MSIL1C_20190724T011701_N0208_R031_T56VLM_20190724T031136

Cloudy
S2A_MSIL1C_20190714T011701_N0208_R031_T56VLM_20190714T031656

24
Cloud-free
S2A_MSIL1C_20181020T012651_N0206_R074_T54TXN_20181020T032526

Cloudy
S2A_MSIL1C_20181010T012651_N0206_R074_T54TXN_20181010T055606

25
Cloud-free
S2A_MSIL1C_20170224T162331_N0204_R040_T16REV_20170224T162512

Cloudy
S2A_MSIL1C_20170214T162351_N0204_R040_T16REV_20170214T163022

26
Cloud-free
S2A_MSIL1C_20190613T032541_N0207_R018_T49UFT_20190613T062257

Cloudy
S2A_MSIL1C_20190623T032541_N0207_R018_T49UFT_20190623T061953

27
Cloud-free
S2A_MSIL1C_20190208T011721_N0207_R088_T53KLP_20190208T024521

Cloudy
S2A_MSIL1C_20190129T011721_N0207_R088_T53KLP_20190129T024501

28
Cloud-free
S2A_MSIL1C_20190530T184921_N0207_R113_T12VVN_20190530T222535

Cloudy
S2A_MSIL1C_20190520T184921_N0207_R113_T12VVN_20190520T222900

Testing set

1
Cloud-free
S2A_MSIL1C_20150826T084006_N0204_R064_T37UCQ_20150826T084003

Cloudy
S2A_MSIL1C_20150905T083736_N0204_R064_T37UCQ_20150905T084002

2
Cloud-free
S2A_MSIL1C_20191101T000241_N0208_R030_T56HLH_20191101T012241

Cloudy
S2A_MSIL1C_20191111T000241_N0208_R030_T56HLH_20191111T012137

3
Cloud-free
S2A_MSIL1C_20190711T174911_N0208_R141_T13TEE_20190711T212846

Cloudy
S2A_MSIL1C_20190701T174911_N0207_R141_T13TEE_20190701T212910

4
Cloud-free
S2A_MSIL1C_20190201T093221_N0207_R136_T32PRR_20190201T113425

Cloudy
S2A_MSIL1C_20190211T093121_N0207_R136_T32PRR_20190211T103706

5
Cloud-free
S2A_MSIL1C_20190314T021601_N0207_R003_T52SCF_20190314T055026

Cloudy
S2A_MSIL1C_20190304T021601_N0207_R003_T52SCF_20190304T042035

6
Cloud-free
S2A_MSIL1C_20180804T045701_N0206_R119_T46VDH_20180804T065907

Cloudy
S2A_MSIL1C_20180725T045701_N0206_R119_T46VDH_20180725T065359

7
Cloud-free
S2A_MSIL1C_20190707T213531_N0207_R086_T05VPJ_20190707T231819

Cloudy
S2A_MSIL1C_20190627T213531_N0207_R086_T05VPJ_20190628T010801

8
Cloud-free
S2A_MSIL1C_20190605T125311_N0207_R052_T24MXV_20190605T160555

Cloudy
S2A_MSIL1C_20190615T125311_N0207_R052_T24MXV_20190615T142536