If you need to retrieve the image from a real camera picture and you don’t have to much real camera images in the wild in your training dateset you will probably need to care about augmentations.
E.g. See RandAugmentation in:

  
      

      keras.io
  

  
    

Keras documentation: Consistency training with supervision 13