---
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: label
    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 Copernicus
- **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 pixelsB02
- **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).
- Contains modified Copernicus Sentinel data 2018
- Contains modified Copernicus Service information 2018

## 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|