Inverts the color channels of an PIL Image while leaving intact the alpha channel.
This transform is useful for data preprocessing in any case where the information of interest in a pixel image is placed on a white background. We want to invert the image (and a black background) since a convolution layer by default adds zeros all around as padding.
Can be easily integrated into a torchvision transform composition:
import torchvision.transforms as transforms
from invert import Invert
invert = transforms.Compose([
Invert(),
transforms.ToTensor()
])