Large Multi-modality Model Assisted AI-Generated Image Quality Assessment

arXiv:2404.17762v1 Announce Type: new
Abstract: Traditional deep neural network (DNN)-based image quality assessment (IQA) models leverage convolutional neural networks (CNN) or Transformer to learn the quality-aware feature representation, achieving commendable performance on natural scene images. However, when applied to AI-Generated images (AGIs), these DNN-based IQA models exhibit subpar performance. This situation is largely due to the semantic inaccuracies inherent in certain AGIs caused by uncontrollable nature of the generation process. Thus, the capability to discern semantic content becomes crucial for …

ai-generated image arxiv assessment cs.cv generated image quality type