I have already tried with smaller examples, I even tried changing my input to a single blank white image of 1 channel, I still got concentric circles, only at different spots. Can you suggest me something which I can try changing wrt UNET architecture because that seems to be the only issue right now. Also, I have edited the post to state what are these images and what I have tried. Kindly, have a look, thanks!