Applying Artificial Intelligence (AI) to improve fire response activities

Figures (2) Tables (2)

Figure 1.
Brainstorm of the procedures of fire safety management practices using AI.
Figure 2.
Flowchart of the study.

	Training		Testing
	Visual dataset 1 (Internet)	Visual dataset 2 (Taiwan onsite)	Visual dataset 1 (Internet)	Visual dataset 2 (Taiwan onsite)
Accuracy	0.78	0.96	0.37	0.71
Precision	0.77	0.97	0.51	0.83
Recall	0.83	0.97	0.38	0.77
F₁-score	0.80	0.97	0.44	0.80

Table 1.

Comparison of model performances using the two datasets.

	Training		Testing
	Visual dataset 1 (Internet)	Visual dataset 2 (Taiwan on-site)	Visual dataset 1 (Internet)	Visual dataset 2 (Taiwan on-site)
Firefighter	0.88	0.99	0.40	0.75
Non-firefighter	0.73	0.98	0.07	0.98
Firetruck	0.57	1.00	0.35	1.00

Table 2.

Comparison of the average precision for each class using the two datasets.