AIBullisharXiv – CS AI · 7h ago6/10
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Pose-ICL: 3D-Aware In-Context Learning for Pose-Controllable Subject Customization
Pose-ICL introduces a tuning-free framework for pose-controllable image generation of customized subjects using 3D-aware in-context learning. The method employs Surface-Anchored Position Embedding (SAPE) to anchor image tokens to volumetric coordinates, addressing longstanding challenges in pose accuracy and identity consistency that plague existing 2D-based approaches.