The emergence of e-commerce has transformed the way consumers shop, providing convenience and access to a vast array of products. However, one aspect that has remained a challenge in the online shopping experience is the inability to physically try on clothes and assess their fit and appearancebefore making a purchase. This limitation often leads to dissat- is faction and high return rates, posing significant challenges for retailers. In recent years, virtual trial rooms have emerged as a promising solution to bridge the gap between the online and offline shopping experiences. This research paper explores the concept of virtual trial rooms, their underlying technologies, and their impact on the retail industry

Keywords : Virtual Try-On, Cloth Transfer, Real-Time Image, Pose Estimation, Semantic Generation, Cloth Warping, Content Fusion