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Virtual Try-Off

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Benchmarks

VITON-HD

결과 3개

Most implemented

Papers

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

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