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Papers Virtual Try-Off

“Virtual Try-Off” 태그가 달린 논문 10편 · 필터 해제

What Matters in Virtual Try-Off? Dual-UNet Diffusion Model For Garment Reconstruction

2026-04-09 · Loc-Phat Truong, Meysam Madadi, Sergio Escalera arxiv

Virtual Try-On (VTON) has seen rapid advancements, providing a strong foundation for generative fashion tasks. However, the inverse problem, Virtual Try-Off (VTOFF)-aimed at reconstructing the canonical garment from a dr…

Garment ReconstructionVirtual Try-OffVirtual Try-on

Dress-ED: Instruction-Guided Editing for Virtual Try-On and Try-Off

2026-03-23 · Davide Lobba, Fulvio Sanguigni, Bin Ren, Marcella Cornia 외 arxiv

Recent advances in Virtual Try-On (VTON) and Virtual Try-Off (VTOFF) have greatly improved photo-realistic fashion synthesis and garment reconstruction. However, existing datasets remain static, lacking instruction-drive…

Garment ReconstructionVirtual Try-OffVirtual Try-on

BridgeDiff: Bridging Human Observations and Flat-Garment Synthesis for Virtual Try-Off

2026-03-10 · Shuang Liu, Ao Yu, Linkang Cheng, Xiwen Huang 외 arxiv

Virtual try-off (VTOFF) aims to recover canonical flat-garment representations from images of dressed persons for standardized display and downstream virtual try-on. Prior methods often treat VTOFF as direct image transl…

Virtual Try-OffVirtual Try-on

AlignVTOFF: Texture-Spatial Feature Alignment for High-Fidelity Virtual Try-Off

2026-01-05 · Yihan Zhu, Mengying Ge arxiv

Virtual Try-Off (VTOFF) is a challenging multimodal image generation task that aims to synthesize high-fidelity flat-lay garments under complex geometric deformation and rich high-frequency textures. Existing methods oft…

Image GenerationVirtual Try-Off

Two-Way Garment Transfer: Unified Diffusion Framework for Dressing and Undressing Synthesis

2025-08-06 · Angang Zhang, Fang Deng, Hao Chen, Zhongjian Chen 외 arxiv

While recent advances in virtual try-on (VTON) have achieved realistic garment transfer to human subjects, its inverse task, virtual try-off (VTOFF), which aims to reconstruct canonical garment templates from dressed hum…

Virtual Try-OffVirtual Try-on

Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed Individuals

2025-05-27 · Davide Lobba, Fulvio Sanguigni, Bin Ren, Marcella Cornia 외

While virtual try-on (VTON) systems aim to render a garment onto a target person image, this paper tackles the novel task of virtual try-off (VTOFF), which addresses the inverse problem: generating standardized product i…

Virtual Try-OffVirtual Try-on

Enhancing Person-to-Person Virtual Try-On with Multi-Garment Virtual Try-Off

2025-04-17 · Riza Velioglu, Petra Bevandic, Robin Chan, Barbara Hammer

Computer vision is transforming fashion through Virtual Try-On (VTON) and Virtual Try-Off (VTOFF). VTON generates images of a person in a specified garment using a target photo and a standardized garment image, while a m…

Garment ReconstructionImage GenerationVirtual Try-OffVirtual Try-on

IGR: Improving Diffusion Model for Garment Restoration from Person Image

2024-12-16 · Le Shen, Rong Huang, Zhijie Wang

Garment restoration, the inverse of virtual try-on task, focuses on restoring standard garment from a person image, requiring accurate capture of garment details. However, existing methods often fail to preserve the iden…

Virtual Try-Off

TryOffAnyone: Tiled Cloth Generation from a Dressed Person

2024-12-11 · Ioannis Xarchakos, Theodoros Koukopoulos

The fashion industry is increasingly leveraging computer vision and deep learning technologies to enhance online shopping experiences and operational efficiencies. In this paper, we address the challenge of generating hi…

Image-to-Image TranslationVirtual Try-Off

TryOffDiff: Virtual-Try-Off via High-Fidelity Garment Reconstruction using Diffusion Models

2024-11-27 · Riza Velioglu, Petra Bevandic, Robin Chan, Barbara Hammer

This paper introduces Virtual Try-Off (VTOFF), a novel task focused on generating standardized garment images from single photos of clothed individuals. Unlike traditional Virtual Try-On (VTON), which digitally dresses m…

Garment ReconstructionImage GenerationPose TransferVirtual Try-Off+1
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