Mismatch Between Evaluation Scores and Rendered Page Results

I wanted to bring this up in the Discussion section, but since that’s not available, I’m posting it here instead.
I’m getting very high scores for my model, but when I review the screenshots/rendered pages, they look completely different. The results are nowhere close. Not sure if I am missing something.