Maocai Dai

When Attributes Disagree: Gradient Conflict in Image Aesthetic Assessment

Image Aesthetic Assessment (IAA) predicts an image’s overall aesthetic score, yet aesthetic is influenced by multiple attributes whose relative importance varies with image content and usage scenarios. Under end-to-end training with only overall-score supervision, attribute signals are blended, whic…