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tacofoundation
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cloudsen12

Modalities:
Geospatial
Languages:
English
Tags:
clouds
sentinel-2
image-segmentation
deep-learning
remote-sensing
License:
Dataset card Files
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@@ -61,6 +61,8 @@ repository.
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  - **`cloudmask_sensei_v2:`** Cloud mask generated by [Alistair Francis 2024](https://ieeexplore.ieee.org/document/10505181).
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  - Changelog:
 
 
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  Version 1.1.0:
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  - We save all GeoTIFF files with discard_lsb=2 to improve the compression ratio.
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  - Fixed 2000x2000 rotated patches. The datapoints are now correctly oriented. Check the patches:
@@ -273,14 +275,14 @@ A sample has:
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  - `target`
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  |**Name**|**Common Name**|**Description**|**Center Wavelength**|**Full Width Half Max**|**Index**|**Scale Factor**|
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  | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
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  |B01|Cloud Label|Cloud labels annotated by humans|-|-|0|1|
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  ### `cloudsen12-2a`
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- A sample has:
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-
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  - `s2l2a`
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@@ -303,83 +305,26 @@ A sample has:
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  - `target`
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  |**Name**|**Common Name**|**Description**|**Center Wavelength**|**Full Width Half Max**|**Index**|**Scale Factor**|
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  | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
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  |B01|Cloud Label|Cloud labels annotated by humans|-|-|0|1|
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- ### `cloudsen12-2a`
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-
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- A sample has:
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-
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- - elevation
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-
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- |**Band**|**Name**|**Description**|**Center Wavelength** (nm)|**Bandwidth** (nm)|**Index**|**Scale Factor**|
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- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
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- |B01|elevetion| Elevation data (meters) sourced from the Copernicus DEM GLO-30. |-|-|0|1|
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-
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- - lc10
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-
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- |**Band**|**Name**|**Description**|**Center Wavelength** (nm)|**Bandwidth** (nm)|**Index**|**Scale Factor**|
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- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
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- |lc10|landcover| ESA WorldCover 10m v100 land cover product. |-|-|0|1|
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-
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- - **VV**
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-
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- |**Band**|**Name**|**Description**|**Center Wavelength** (nm)|**Bandwidth** (nm)|**Index**|**Scale Factor**|
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- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
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- |VV|Vertical-Vertical Polarization|Normalized Sentinel-1 Global Backscatter Model (VV polarization).|-|-|0|0.1|
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-
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- - **VH**
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-
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- |**Band**|**Name**|**Description**|**Center Wavelength** (nm)|**Bandwidth** (nm)|**Index**|**Scale Factor**|
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- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
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- |VH|Vertical-Horizontal Polarization|Normalized Sentinel-1 Global Backscatter Model (VH polarization).|-|-|0|0.1|
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-
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-
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- - **Cloud Mask: QA60**
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-
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- |**Band**|**Name**|**Description**|**Center Wavelength** (nm)|**Bandwidth** (nm)|**Index**|**Scale Factor**|
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- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
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- |CloudMask_QA60|QA60|Cloud mask from Sentinel-2 Level-1C.|-|-|0|N/A|
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- - **Cloud Mask: Sen2Cor**
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-
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- |**Band**|**Name**|**Description**|**Center Wavelength** (nm)|**Bandwidth** (nm)|**Index**|**Scale Factor**|
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- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
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- |CloudMask_Sen2Cor|Sen2Cor|Cloud mask from Sentinel-2 Level-2A.|-|-|0|N/A|
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-
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- - **Cloud Mask: S2Cloudless**
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-
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- |**Band**|**Name**|**Description**|**Center Wavelength** (nm)|**Bandwidth** (nm)|**Index**|**Scale Factor**|
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- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
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- |CloudMask_S2Cloudless|S2Cloudless|Cloud mask generated by Sentinel Hub Cloud Detector.|-|-|0|N/A|
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-
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- - **Cloud Mask: CloudScore CD v1**
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-
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- |**Band**|**Name**|**Description**|**Center Wavelength** (nm)|**Bandwidth** (nm)|**Index**|**Scale Factor**|
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- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
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- |CloudMask_CloudScore_CS_v1|CloudScore v1|Cloud mask generated by [Pasquarella et al. 2023](https://openaccess.thecvf.com/content/CVPR2023W/EarthVision/html/Pasquarella_Comprehensive_Quality_Assessment_of_Optical_Satellite_Imagery_Using_Weakly_Supervised_CVPRW_2023_paper.html) (v1).|-|-|0|N/A|
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-
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- - **Cloud Mask: CloudScore CDF v1**
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-
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- |**Band**|**Name**|**Description**|**Center Wavelength** (nm)|**Bandwidth** (nm)|**Index**|**Scale Factor**|
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- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
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- |CloudMask_CloudScore_CS_CDF_v1|CloudScore CDF v1|Cloud mask generated by [Pasquarella et al. 2023](https://openaccess.thecvf.com/content/CVPR2023W/EarthVision/html/Pasquarella_Comprehensive_Quality_Assessment_of_Optical_Satellite_Imagery_Using_Weakly_Supervised_CVPRW_2023_paper.html) (CDF v1).|-|-|0|N/A|
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-
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- - **Cloud Mask: UNetMobV2 v1**
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-
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- |**Band**|**Name**|**Description**|**Center Wavelength** (nm)|**Bandwidth** (nm)|**Index**|**Scale Factor**|
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- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
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- |CloudMask_UNetMobV2_v1|UNetMobV2 v1|Cloud mask generated by [Aybar et al. 2022](https://www.nature.com/articles/s41597-022-01878-2).|-|-|0|N/A|
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-
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- - **Cloud Mask: UNetMobV2 v2**
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-
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- |**Band**|**Name**|**Description**|**Center Wavelength** (nm)|**Bandwidth** (nm)|**Index**|**Scale Factor**|
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- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
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- |CloudMask_UNetMobV2_v2|UNetMobV2 v2|Cloud mask generated by [Aybar et al. 2024](https://www.sciencedirect.com/science/article/pii/S2352340924008163).|-|-|0|N/A|
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-
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- - **Cloud Mask: Sensei v2**
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-
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- |**Band**|**Name**|**Description**|**Center Wavelength** (nm)|**Bandwidth** (nm)|**Index**|**Scale Factor**|
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- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
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- |CloudMask_Sensei_v2|Sensei v2|Cloud mask generated by [Alistair Francis 2024](https://ieeexplore.ieee.org/document/10505181).|-|-|0|N/A|
 
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  - **`cloudmask_sensei_v2:`** Cloud mask generated by [Alistair Francis 2024](https://ieeexplore.ieee.org/document/10505181).
62
 
63
  - Changelog:
64
+ Version 1.1.1:
65
+ - BUG FIX: VV and VH now are in int16 rather than uint16 to avoid overflow.
66
  Version 1.1.0:
67
  - We save all GeoTIFF files with discard_lsb=2 to improve the compression ratio.
68
  - Fixed 2000x2000 rotated patches. The datapoints are now correctly oriented. Check the patches:
 
275
 
276
  - `target`
277
 
278
+ The 'scribble' and 'nolabel' patches will contain 99 values, which represent 'no data' in CloudSEN12.
279
+
280
  |**Name**|**Common Name**|**Description**|**Center Wavelength**|**Full Width Half Max**|**Index**|**Scale Factor**|
281
  | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
282
  |B01|Cloud Label|Cloud labels annotated by humans|-|-|0|1|
283
 
284
  ### `cloudsen12-2a`
285
 
 
 
286
  - `s2l2a`
287
 
288
 
 
305
 
306
  - `target`
307
 
308
+ The 'scribble' and 'nolabel' patches will contain 99 values, which represent 'no data' in CloudSEN12.
309
+
310
  |**Name**|**Common Name**|**Description**|**Center Wavelength**|**Full Width Half Max**|**Index**|**Scale Factor**|
311
  | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
312
  |B01|Cloud Label|Cloud labels annotated by humans|-|-|0|1|
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+ ### `cloudsen12-extra`
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+
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+ | **Band** | **Name** | **Description** | **Center Wavelength** (nm) | **Bandwidth** (nm) | **Index** | **Scale Factor** |
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+ |-------------------------|----------------------------------|------------------------------------------------------------------------------------------------------------------|----------------------------|--------------------|-----------|------------------|
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+ | elevation | Elevation | Elevation data (meters) sourced from the Copernicus DEM GLO-30. | - | - | 0 | 1 |
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+ | lc10 | Landcover | ESA WorldCover 10m v100 land cover product. | - | - | 0 | 1 |
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+ | vv | Vertical-Vertical Polarization | Normalized Sentinel-1 Global Backscatter Model (VV polarization). | - | - | 0 | 0.1 |
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+ | vh | Vertical-Horizontal Polarization | Normalized Sentinel-1 Global Backscatter Model (VH polarization). | - | - | 0 | 0.1 |
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+ | cloudmask_qa60 | QA60 | Cloud mask from Sentinel-2 Level-1C. | - | - | 0 | 1 |
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+ | cloudmask_sen2cor | Sen2Cor | Cloud mask from Sentinel-2 Level-2A. | - | - | 0 | 1 |
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+ | cloudmask_s2cloudless | S2Cloudless | Cloud mask generated by Sentinel Hub Cloud Detector. | - | - | 0 | 1 |
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+ | cloudmask_cloudscore_cs_v1 | CloudScore v1 | Cloud mask generated by [Pasquarella et al. 2023](https://openaccess.thecvf.com/content/CVPR2023W/EarthVision/html/Pasquarella_Comprehensive_Quality_Assessment_of_Optical_Satellite_Imagery_Using_Weakly_Supervised_CVPRW_2023_paper.html) model. | - | - | 0 | 1 |
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+ | cloudmask_cloudscore_cs_cdf_v1 | CloudScore CDF v1 | Cloud mask generated by [Pasquarella et al. 2023](https://openaccess.thecvf.com/content/CVPR2023W/EarthVision/html/Pasquarella_Comprehensive_Quality_Assessment_of_Optical_Satellite_Imagery_Using_Weakly_Supervised_CVPRW_2023_paper.html) model. | - | - | 0 | 1 |
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+ | cloudmask_unetmobv2_v1 | UNetMobV2 v1 | Cloud mask generated by [Aybar et al. 2022](https://www.nature.com/articles/s41597-022-01878-2) model. | - | - | 0 | 1 |
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+ | cloudmask_unetmobv2_v2 | UNetMobV2 v2 | Cloud mask generated by [Aybar et al. 2024](https://www.sciencedirect.com/science/article/pii/S2352340924008163) model.| - | - | 0 | 1 |
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+ | cloudmask_sensei_v2 | Sensei v2 | Cloud mask generated by [Alistair Francis 2024](https://ieeexplore.ieee.org/document/10505181). | - | - | 0 | 1 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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