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--- |
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dataset_info: |
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features: |
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- name: id |
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dtype: string |
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- name: B02 |
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dtype: image |
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- name: B03 |
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dtype: image |
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- name: B04 |
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dtype: image |
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- name: B05 |
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dtype: image |
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- name: B06 |
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dtype: image |
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- name: B07 |
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dtype: image |
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- name: B08 |
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dtype: image |
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- name: B11 |
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dtype: image |
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- name: B12 |
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dtype: image |
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- name: label |
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dtype: image |
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- name: lon_min |
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dtype: float32 |
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- name: lon_max |
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dtype: float32 |
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- name: lat_min |
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dtype: float32 |
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- name: lat_max |
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dtype: float32 |
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- name: unclassified_space |
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dtype: float32 |
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configs: |
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- config_name: default |
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license: cc-by-4.0 |
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task_categories: |
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- image-segmentation |
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language: |
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- en |
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tags: |
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- image |
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- satellite |
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- eo |
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- crop |
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- crop-type |
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- sentinel |
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- sentinel-2 |
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- belgium |
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pretty_name: Satellite Earth Observation Crop Type Segmentation |
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size_categories: |
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- 1K<n<10K |
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--- |
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# Crop Type Segmentation Earth Observation Dataset of Belgium |
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This dataset is a ML ready dataset with Earth Observation data from ESA Sentinel-2 with a GSD of 10m. The segmentation labels are given for the crop-type in each 10m pixel. The spectral bands provided are those suggest in ESA WorldCereal documentation (Bands: 2,3,4,5,6,7,8,11,12). The dataset covers the majority of Belgium. Each image is 256x256 pixels. |
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- **Author of this dataset:** Robert Cowlishaw ([0x365](https://github.com/0x365)) |
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Input data - Sentinel-2 Satellite Imagery from ESA Copernicus |
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- **Bands:** 2, 3, 4, 5, 6, 7, 8, 11, 12 |
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- **GSD:** 10m |
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- **Image Dimensions:** 256x256 pixels |
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- **Date of acquisition:** 29/06/2018 to 01/07/2018 |
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- **Location:** Belgium |
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Label data - [ESA WorldCereal dataset](https://worldcereal-rdm.geo-wiki.org/collections/details/?id=2018beflandersfullpoly110) originally created by [Department of Agriculture and Fisheries of the Flemish government (Belgium)](https://lv.vlaanderen.be/en) |
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- **GSD:** 10m |
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- **Image Dimensions:** 256x256 pixelsB02 |
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- **Date of observation:** 01/06/2018 |
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- **Location:** Belgium |
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## Licensing Information |
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The dataset is available under the [Creative Commons License (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/). Please read further information about the datasets used to build this one to correctly credit the data creators [here](./license/LICENSE_INFO.md). |
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- Contains modified Copernicus Sentinel data 2018 |
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- Contains modified Copernicus Service information 2018 |
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## Load dataset |
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```python |
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from datasets import load_dataset |
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dataset = load_dataset("0x365/eo-crop-type-belgium", split="train") |
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``` |
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## Labels |
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| Class ID | Crop Type | Feature Count | |
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|-----------|------------|------------| |
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| 255 | Background/Unclassified | 208288074| |
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| 0 | pasture | 68096739| |
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| 1 | maize | 50068391| |
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| 2 | winter wheat | 16664081| |
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| 3 | potatoes | 14379282| |
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| 4 | fodder beets | 6565216| |
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| 5 | leguminous cover crop | 4502781| |
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| 6 | winter barley | 3933897| |
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| 7 | pears | 2582060| |
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| 8 | appels | 1488258| |
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| 9 | beans | 1417765| |
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| 10 | # engelwortel | 1255222| |
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| 11 | hemp | 1067147| |
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| 12 | cauliflower | 1043146| |
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| 13 | fodder carrots | 1009874| |
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| 14 | other crops | 1001480| |
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| 15 | brussels sprouts | 912454| |
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| 16 | triticale | 831751| |
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| 17 | sjalots | 827927| |
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| 18 | leek | 780744| |
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| 19 | chicory | 748404| |
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| 20 | peas | 705120| |
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| 21 | fodder mixture | 625563| |
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| 22 | spinach | 528456| |
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| 23 | parsnip | 301429| |
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| 24 | strawberries | 291863| |
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| 25 | cherry | 289896| |
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| 26 | spring barley | 244321| |
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| 27 | vegetables - seeds | 243480| |
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| 28 | cucumber herb | 216599| |
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| 29 | zucchini | 181351| |
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| 30 | winter rapeseed | 157622| |
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| 31 | asparagus | 146538| |
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| 32 | spring wheat | 132405| |
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| 33 | fodder cabbages | 128322| |
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| 34 | butternut | 113114| |
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| 35 | sword herd | 88687| |
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| 36 | haricot | 87384| |
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| 37 | winter rye | 85854| |
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| 38 | grape seedlings | 59326| |
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| 39 | ornamental plants | 56964| |
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| 40 | other annual fruit | 53807| |
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| 41 | buckwheat | 45499| |
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| 42 | fodder turnips | 42663| |
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| 43 | tagetes | 37126| |
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| 44 | blueberries | 27031| |
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| 45 | fennel | 26752| |
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| 46 | red berries | 21415| |
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| 47 | raspberry | 17584| |
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| 48 | other fodder crops | 15525| |
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| 49 | aromatic herbs | 13340| |
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| 50 | sorghum | 13042| |
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| 51 | soybeans | 12271| |
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| 52 | yellow mustard | 11877| |
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| 53 | tobacco | 11793| |
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| 54 | walnuts | 9260| |
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| 55 | barley | 8821| |
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| 56 | spring rapeseed | 7944| |
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| 57 | kiwi berries | 7369| |
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| 58 | spring rye | 6328| |
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| 59 | plums | 6090| |
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| 60 | chervil | 5653| |
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| 61 | phacelia | 4977| |
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| 62 | gooseberries | 2909| |
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| 63 | hazelnuts | 1564| |
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| 64 | sunflower | 1013| |
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| 65 | mixture winter wheat and leguminous crops | 0| |
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| 66 | sweet potatoes | 0| |
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| 67 | nut-sweet rapeseed | 0| |
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| 68 | nyger seed | 0| |
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| 69 | lupine | 0| |
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| 70 | peach | 0| |
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| 71 | oil seeds | 0| |
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| 72 | tomatoes | 0| |
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| 73 | eggplant | 0| |
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| 74 | cucumber (greenhouses) | 0| |
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| 75 | oats | 0| |
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| 76 | artichokes | 0| |
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| 77 | sudan grass | 0| |
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