Vulnerability Analysis of No-Reference Image Quality Assessment Models: A Query-Based Black-Box Attack Method

A novel query-based black-box attack method is proposed to reveal the vulnerability of no-reference image quality assessment models, which can generate adversarial examples that significantly degrade the predicted quality scores while maintaining perceptual similarity to the original images.