Table 3. Regional safety & disaster (Wildfire) prevention dataset composition positive data.

Data Image Type Collection Method Object Classification Collection Quantity Subtotal
Positive Data Positive Real DB Ground Flame 57,600 360,000
Black Smoke 76,800
White/Gray smoke 153,600
Drone Flame 14,400
Black Smoke 19,200
White/Gray smoke 38,400
Positive Synthetic DB Ground Flame 22,400 140,000
Black Smoke 29,850
White/Gray smoke 59750
Drone Flame 5,600
Black Smoke 7,450
White/Gray smoke 14950
Subtotal Flame 100,000 500,000
Black Smoke 133,300
White/Gray smoke 266,700
Negative Data Negative DB Ground Cloud 64,000 200,000
Chimney smoke 64,000
Fog/Haze 32,000
Drone Cloud 16,000
Chimney smoke 16,000
Fog/Haze 8,000
Subtotal Cloud 80,000 200,000
Chimney smoke 80,000
Fog/Haze 40,000
Grand Total Ground 560,000 700,000
Drone 140,000
Subtotal 700,000 700,000