PSTF-AttControl: Per-subject-tuning-free personalized image generation with controllable face attributes

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Xiang Liu, Zhaoxiang Liu, Huan Hu, Zipeng Wang, Ping Chen, Zezhou Chen, Kai Wang, Shiguo Lian

Published: 01 Dec 2025, Last Modified: 04 Nov 2025Image and Vision ComputingEveryoneRevisionsCC BY-SA 4.0
Abstract: Highlights•Per-subject-tuning-free method for personalized generation with face attribute control.•Use attribute-controlled synthesis for data augmentation on FFHQ for attribute learning.•Triplet-Decoupled Cross-Attention integrates features in UNet, preserving identity.