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The virtual try-on system has gained great attention due to its potential togive customers a realistic, personalized product presentation in virtualizedsettings. In this paper, we present PT-VTON, a novel pose-transfer-basedframework for cloth transfer that enables virtual try-on with arbitrary poses.PT-VTON can be applied to the fashion industry within minimal modification ofexisting systems while satisfying the overall visual fashionability anddetailed fabric appearance requirements. It enables efficient clothestransferring between model and user images with arbitrary pose and body shape.We implement a prototype of PT-VTON and demonstrate that our system can matchor surpass many other approaches when facing a drastic variation of poses bypreserving detailed human and fabric characteristic appearances. PT-VTON isshown to outperform alternative approaches both on machine-based quantitativemetrics and qualitative results.

PT-VTON: an Image-Based Virtual Try-On Network with Progressive Pose Attention Transfer