Evaluation of noise image quality

Hello, I found that when I use your pre-trained model to evaluate noise-free images and noisy images (noise type is pretzel noise, noise intensity is 0.1), the evaluation score of noisy images is higher than the evaluation score of corresponding noise-free images. How can I fix it?