Training-free, Identity-preserving Image Editing for Fashion Pose Alignment and Normalization

Potito Aghilar, Vito Walter Anelli, Michelantonio Trizio, Eugenio Di Sciascio, Tommaso Di Noia

Published: 01 Dec 2025, Last Modified: 23 Jan 2026Expert Systems with ApplicationsEveryoneRevisionsCC BY-SA 4.0
Abstract: Highlights•FashionRepose is a training-free pipeline designed for garment pose normalization.•The pipeline achieves identity-preserving edits, retaining logos and labels.•We propose a computer vision algorithm for identifying sleeve and torso regions.•The system employs a zero-shot methodology, without any finetuning or additional data.•FashionRepose offers a scalable and adaptable solution for the fashion industry.
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