Fit-Aware Virtual Try-On with FitControler
Published:Dec 30, 2025 06:31
•1 min read
•ArXiv
Analysis
This paper addresses a crucial aspect often overlooked in virtual try-on (VTON) systems: garment fit. By introducing FitControler, a learnable plug-in, the authors aim to improve the realism and style coordination of VTON by incorporating fit control. The creation of a new dataset, Fit4Men, and the introduction of fit consistency metrics are significant contributions. The paper's focus on a practical problem and its potential to enhance the user experience in fashion applications makes it important.
Key Takeaways
- •Introduces FitControler, a plug-in for fit-aware virtual try-on.
- •Highlights the importance of garment fit in VTON.
- •Presents a new dataset, Fit4Men, for fit-aware VTON.
- •Introduces fit consistency metrics for evaluation.
Reference
“FitControler, a learnable plug-in that can seamlessly integrate into modern VTON models to enable customized fit control.”