2 papers
cs.CV2026
Learning Color Grading, No Photo Sharing: Federated Aesthetic Preference Learning for Personalized Image Enhancement
Chuanzhi Xu, Ziyuan Tao, Jean Julien KNell +5
Personalized image enhancement should reflect individual aesthetic taste, yet learning such preferences commonly depends on private photos and ratings that are unsuitable for centr…
cs.CV2025
FedVideoMAE: Efficient Federated Video Moderation with Differential Privacy and Secure Aggregation
Ziyuan Tao, Chuanzhi Xu, Sandaru Jayawardana +4
Short-form video moderation is increasingly pushed toward edge and privacy-sensitive settings, where users may intend videos for a limited audience, such as friends or private grou…