Reinforcement learning-based multimodal art element extraction and dynamic adaptation strategy for environmental designs
Crossref DOI link: https://doi.org/10.1007/s44163-025-00712-z
Published Online: 2025-12-17
Update policy: https://doi.org/10.1007/springer_crossmark_policy
Qin, Hua
Qin, Baoxiang
Text and Data Mining valid from 2025-12-17
Version of Record valid from 2026-01-21
Article History
Received: 18 July 2025
Accepted: 24 November 2025
First Online: 17 December 2025
Declarations
:
: Not applicable.
: The authors declare that they have no competing interests.