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