Pose-Star++: Semantic-Visual Understanding for Fine-Grained Fashion Image Editing.
Pose-Star++ is proposed, a training-free, plug-and-play framework that introduces two core innovations: an LVLM-based Understanding Module that shifts from word- to sentence-level semantic-visual comprehension, eliminating cumbersome instruction pre-parsing and enabling robust understanding of complex natural language.