Fire Recognition Image Dataset

Fire_Dataset Real Fire Fire (283 Original images; 1,698 Augmented Images) Smoke (273 Original images; 1,638 Augmented Images) No Fire Safe Fire (270 Original images; 1,620 Augmented Images) Artificial Fire (286 Original images; 1,716 Augmented Images) Augmentation pipeline (including shear transformation using Affine) transform = A.Compose([ A.HorizontalFlip(p=0.5), # 50% chance to flip horizontally A.VerticalFlip(p=0.3), # 30% chance to flip vertically A.RandomBrightnessContrast(p=0.3), # Adjust brightness & contrast randomly A.Rotate(limit=30, p=0.5), # Rotate between -30 to +30 degrees A.Affine(shear=(-20, 20), p=0.5), # Apply shear transformation in both X & Y directions A.GaussNoise(var_limit=(10.0, 50.0), p=0.3) # Add random noise ])