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cs.CV2026

OrthoTryOn: Geometric Orthogonalization for Conflict-Free Unified Fashion Generation

Zhaotong Yang, Ying Tai, Jiahui Zhan +3

Unified fashion generation integrates tasks like virtual try-on and garment reconstruction into a single model to reduce task-specific adaptation costs. However, naive parameter sh…

cs.CV2026

OmniVTON++: Training-Free Universal Virtual Try-On with Principal Pose Guidance

Zhaotong Yang, Yong Du, Shengfeng He +5

Image-based Virtual Try-On (VTON) concerns the synthesis of realistic person imagery through garment re-rendering under human pose and body constraints. In practice, however, exist…

cs.CV2025

DeshadowMamba: Deshadowing as 1D Sequential Similarity

Zhaotong Yang, Yi Chen, Yanying Li +5

Recent deep models for image shadow removal often rely on attention-based architectures to capture long-range dependencies. However, their fixed attention patterns tend to mix illu…

cs.CV2025

AvatarVTON: 4D Virtual Try-On for Animatable Avatars

Zicheng Jiang, Jixin Gao, Shengfeng He +5

We propose AvatarVTON, the first 4D virtual try-on framework that generates realistic try-on results from a single in-shop garment image, enabling free pose control, novel-view ren…

cs.CV2025

OmniVTON: Training-Free Universal Virtual Try-On

Zhaotong Yang, Yuhui Li, Shengfeng He +4

Image-based Virtual Try-On (VTON) techniques rely on either supervised in-shop approaches, which ensure high fidelity but struggle with cross-domain generalization, or unsupervised…

cs.CV2024

D-VTON: Dynamic Semantics Disentangling for Differential Diffusion based Virtual Try-On

Zhaotong Yang, Zicheng Jiang, Xinzhe Li +4

In this paper, we introduce D-VTON, an innovative solution for image-based virtual try-on. We address challenges from previous studies, such as semantic inconsistencies before…