🌟 A Curated List of Awesome Virtual Try-Off (VTOFF) Research 🌟

Virtual Try-Off (VTOFF) is a novel computer vision task that extracts standardized, canonical garment images from single photos of clothed individuals, moving beyond traditional virtual try-on techniques by focusing on precise garment reconstruction rather than model dressing. The task was introduced in TryOffDiff: Virtual-Try-Off via High-Fidelity Garment Reconstruction using Diffusion Models.

Papers

^[2020-05-08] TileGAN: category-oriented attention-based high-quality tiled clothes generation from dressed person
^{[paper] targeted vtoff task with a two-stage method.}

^[2022-08-11] ARMANI: Part-level Garment-Text Alignment for Unified Cross-Modal Fashion Design
^{[paper] text-to-garment generation.}

^[2023-08-22] DiffCloth: Diffusion Based Garment Synthesis and Manipulation via Structural Cross-modal Semantic Alignment
^{[paper] finetuned StableDiffusion for targeting garment synthesis and manipulation.}

^[2024-01-29] DressCode: Autoregressively Sewing and Generating Garments from Text Guidance
^{[paper] [project] [code] text-to-3dGarment with 2 branches: text-to-sewing-patterns with SewingGPT (3d garment) and text-to-texture with finetuned StableDiffusion.}

^[2024-04-22] FLDM-VTON: Faithful Latent Diffusion Model for Virtual Try-on
^{[paper] [code] vtoff task is included in the loss function for training a vton model, vtoff was not the focus of the paper, nor was a stand-alone task introduced.}

^[2024-11-27] TryOffDiff: Virtual-Try-Off via High-Fidelity Garment Reconstruction using Diffusion Models
^{[paper] [project] [code] coined the term Virtual Try-Off (VTOFF), formally introduced the task and introduced the baselines.}

^[2024-11-29] RAGDiffusion: Faithful Cloth Generation via External Knowledge Assimilation
^[paper]

^[2024-12-11] TryOffAnyone: Tiled Cloth Generation from a Dressed Person
^{[paper] [code] finetuned Stable Diffusion-v1.5-inpainting for vtoff in CatVTON-style.}

^[2024-12-16] IGR: Improving Diffusion Model for Garment Restoration from Person Image
^{[paper] finetuned Stable Diffusion-v1.5 for vtoff using 2 UNets (Reference and Denoiser).}

Datasets

• 2021, VITON-HD
• 2022, DressCode

Demos

• [🤗 Space] finetuned Stable Diffusion-v1.4 for VTOFF and introduced TryOffDiff.
• [🤗 Space] uses FLUX.1-dev and the LoRA "prithivMLmods/Canopus-Clothing-Flux-LoRA" to generate clothes from text.
• [🤗 Space] trained a new model "cat-try-off-flux" based on FLUX.1-dev and CatVTON.
• [🤗 Space] uses FLUX.1-dev-Redux + FLUX.1-dev-Depth. Set mask as 'structure' and model image as 'style' for targeting VTOFF.