Reference, Year

Purpose

Data

Classifier/Predictor

Performance

Lin, et al. [111]

Forest fire prediction

Weather, location and time history data)

Fuzzy inference system

75% prediction accuracy

Biu, et al. [7]

Forest fire danger prediction

Weather data and Location data

DFP-MnBpAnn

89% Accuracy

Lee, et al. [113]

Fire detection

UAV imagery

Deep convolutional NN

> 95% accuracy

Arkin, et al. [116]

Fire severity mapping

UAV imagery

Random Forest classifier

89% accuracy

Jiao, et al. [117]

forest fire detection

UAV-based aerial images

Convolution neural network (CNN)

83% Accuracy

Barmpoutis, et al. [118]

Early fire detection

Aerial 360-degree imagery

Convolution neural network (CNN)

94% Accuracy