metadata

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)

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 originally created by Department of Agriculture and Fisheries of the Flemish government (Belgium)

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). Please read further information about the datasets used to build this one to correctly credit the data creators here.

Contains modified Copernicus Sentinel data 2018
Contains modified Copernicus Service information 2018

Load dataset

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