MFCQA: Multi-Range Feature Cross-Attention Mechanism for no-reference image quality assessment

Open Webpage

Nu Sun, Jian Jin, Lili Meng, Weisi Lin, Hao Wang, Li Liu, Huaxiang Zhang

Published: 01 Jan 2025, Last Modified: 05 Nov 2025Knowl. Based Syst. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•The Multi-Range Module captures comprehensive image features.•Cross-Attention enhances feature integration, improving robustness and accuracy.•The end-to-end framework simplifies training and improves efficiency.•Reliable results are verified across various datasets.