Research questionHow can virtual try-on control garment fit while preserving faithful clothing details?Virtual try-on models can reproduce garment appearance yet fail to express how clothing sits on the wearer’s body. Different fits alter the body–garment layout, making both fit representation and fit-consistent rendering necessary.