Aesthetic quality evaluation of packaging design with graph neural networks and composition features
Crossref DOI link: https://doi.org/10.1038/s41598-025-20046-1
Published Online: 2025-10-15
Update policy: https://doi.org/10.1007/springer_crossmark_policy
Guo, Xiaocen
Fu, Sijia
Zhu, Di
Text and Data Mining valid from 2025-10-15
Version of Record valid from 2025-10-15
Article History
Received: 1 August 2025
Accepted: 11 September 2025
First Online: 15 October 2025
Declarations
:
: The authors declare no competing interests.