Bringing Textual Prompt to AI-Generated Image Quality Assessment

arXiv:2403.18714v1 Announce Type: new
Abstract: AI-Generated Images (AGIs) have inherent multimodal nature. Unlike traditional image quality assessment (IQA) on natural scenarios, AGIs quality assessment (AGIQA) takes the correspondence of image and its textual prompt into consideration. This is coupled in the ground truth score, which confuses the unimodal IQA methods. To solve this problem, we introduce IP-IQA (AGIs Quality Assessment via Image and Prompt), a multimodal framework for AGIQA via corresponding image and prompt incorporation. Specifically, we propose a novel …

abstract ai-generated image ai-generated images arxiv assessment cs.cv cs.mm generated image images multimodal natural nature prompt quality solve textual truth type