This is exactly what CNNs do. Recognize patterns in transferrable areas of images. Once that feature map is generated, successive layers just look for the same

This is exactly what CNNs do. Recognize patterns in transferrable areas of images. Once that feature map is generated, successive layers just look for the same patterns. We see patterns in faces, and so does AI if it uses a CNN or CNN-like model.