How Parallel-UNet Transforms Virtual Try-On with Implicit Warping and Unified Operations
:::info
Authors:
(1) Luyang Zhu, University of Washington and Google Research, and work done while the author was an intern at Google;
(2) Dawei Yang, Google Research;
(3) Tyler Zhu, Google Research;
(4) Fitsum Reda, Google Research;
(5) William Chan, Google Research;
(6) Chitwan Saharia, Google Research;
(7) Mohammad Norouzi, Google Research;
(8) Ira Kemelmacher-Shlizerman, University of Washington and Google Research.
:::
Table of Links
Abstract and 1. Introduction
2. Related Work
3. Method
3.1. Cascaded Diffusion Models for Try-On
3.2. Parallel-UNet
4. Experiments
5. Summary and Future Work and References
\
Appendix
A. Implementation Details
B. Additional Results
3.2. Parallel-UNet
The 128×128 Parallel-UNet can be represented as
\
\
\
\
Combining warp and blend in a single pass. Instead of warping the garment to the target body and then blending with the target person as done by prior works, we combine the two operations into a single pass. As shown in Fig. 2, we achieve it via two UNets that handle the garment and the person respectively.
\
\
:::info
This paper is available on arxiv under CC BY-NC-ND 4.0 DEED license.
:::
\
Welcome to Billionaire Club Co LLC, your gateway to a brand-new social media experience! Sign up today and dive into over 10,000 fresh daily articles and videos curated just for your enjoyment. Enjoy the ad free experience, unlimited content interactions, and get that coveted blue check verification—all for just $1 a month!
Account Frozen
Your account is frozen. You can still view content but cannot interact with it.
Please go to your settings to update your account status.
Open Profile Settings