Table 1 Overview of previous studies on LSM from global to national scale.

From: National-scale landslide susceptibility and risk mapping of India using a hybrid data-driven approach

Scale

Landslide Datasets

Resolution (m)

Approach

Global

3,000

1000

Weighted linear combination24

Global

555

27,800

Weighted linear combination49

Global

62,898

1000

Heuristic fuzzy19

Global

14,290

1000

Machine Learning5

Continental

613,724

90

Empirical slope-relief threshold model7

China

1,200

1,000

Artificial Neural Networks50

China

452

1,000

Maximum Entropy Model51

China

246,593

40

Random Forest52

Europe

102,000

1000

AHP & Frequency ratio53

Georgia

1,350

100

Weighted linear combination54

Iran

4,069

85

Deep learning55

Africa

18,050

1,000

Logistic regression56

Caribbean

318

1,000

Fuzzy overlay16

South Korea

6348

30

Ensemble machine learning57

South Korea

4215

100

Machine Learning58

India

49,105 point and 105,224 polygons

100

Machine Learning48