Table 2 Definition of LULC categories, number of training and validation data.

From: JAXA’s new high-resolution land use land cover map for Vietnam using a time-feature convolutional neural network

ID

Category

Definition

Number of training points

Number of validation points

1

Water

Open water bodies (e.g. rivers and oceans) and closed water bodies that are enclosed by land or other artificial barriers (e.g. lakes, ponds, and reservoirs).

10,643

24

2

Urban/built-up

Impervious surface and man-made structures (e.g. buildings, houses, paved roads, greenhouses, and solar panels), excluding farm roads, irrigation roads, and trails.

17,078

30

3

Rice

Rice fields that are single season or multiple seasons. Terrace rice fields are also included.

22,111

72

4

Other Crops

Crops other than rice and woody crops (e.g. corn, bean, and sugar cane)

6,634

25

5

Grass/Shrub

Land with non-tree herbaceous vegetation, grasslands, spare shrub (less than 5m in height and greater than 10% canopy cover), golf courses, etc.

2,641

48

6

Woody Crops/Orchards

Perennial woody crops (e.g. coffee, tea, cashew) and woody orchards (e.g. mango, litchi, and dragon fruit)

19,340

78

7

Barren

Lands with less than 10% of vegetation such as sandy beaches, sand dunes, bare rocks, bare soil, playgrounds

3,572

18

8

Evergreen Forest

Lands dominated by natural evergreen trees with > 60% coverage and > 5m in height

19,435

161

9

Deciduous Forest

Lands dominated by deciduous trees with > 60% coverage and > 5m in height

2,521

20

10

Plantation Forest

Lands dominated by plantation trees with > 60% coverage and > 5m in height

12,618

100

11

Mangrove Forest

Lands dominated by mangrove trees with > 60% coverage and > 5m in height

3,442

10

12

Aquaculture

Lands that are permanently or temporarily flooded used for aquatic farming such as fish ponds and shrimp ponds

4,486

14