Personalized design aesthetic preference modeling: a variational autoencoder and meta-learning approach for multi-modal feature representation and transfer optimization
Sign Up to like & getrecommendations! Published in 2025 at "Scientific Reports"
DOI: 10.1038/s41598-025-26269-6
Abstract: This research presents a comprehensive framework for personalized design aesthetic preference modeling that integrates variational autoencoders (VAE) with meta-learning approaches to address the limitations of traditional design evaluation methodologies. The proposed system combines multi-modal feature… read more here.
Keywords: personalized design; aesthetic preference; design aesthetic; meta learning ... See more keywords
Personalized Design of 3D-Printed Osteochondral Scaffold for Osteoarthritis Patients with Different Bone Conditions and Mechanical Evaluation
Sign Up to like & getrecommendations! Published in 2025 at "Bioengineering"
DOI: 10.3390/bioengineering12111226
Abstract: As osteoarthritis is a common disease in elderly people and large cartilage defects can only be treated by joint replacement surgery, a scaffold is seen as a potential treatment that could help patients to delay… read more here.
Keywords: mechanical properties; personalized design; bone mechanical; different bone ... See more keywords