Table 1 Dataset category.

From: A forest fire identification and monitoring model based on improved YOLOv8

Type

Defect characteristics

Description

Fire

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Usually high and rapidly changing brightness 

over time, possibly accompanied by air distortion due to 

high temperatures (optical flow distortion)

Smoke

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Often greyish-white or black in color, it is translucent 

and may obscure the background