Awesome-Try-On-Models

What is Virtual Try-on (VTON) ?

Virtual Try-on (VTON) refers to the technology that allows users to try on clothing or accessories in a virtual environment, typically using generative models in AI. This technology digitally simulates how clothes, shoes, or accessories will look on a user without them physically wearing the items.

This repository primarily focuses on image, video, and 3D-based try-on models published after 2023, aiming to provide insights into the latest technological trends.

The project is ongoing, and we welcome contributions in any forms to help improve and expand it.

If you're interested in VTON or find this repo helpful, please 🌟star and 👀 watch it !

Image-based Models

• [2026-07-23] Oxygen-TryOn: Fashion-Native Foundation Model for Any-item Virtual Try-On (arXiv)
• [2026-06-26] OrthoTryOn: Geometric Orthogonalization for Conflict-Free Unified Fashion Generation (ECCV 2026)
• [2026-06-10] FitVTON: Fit-aware Virtual Try-On via Body-Garment Size Control (arXiv)
• [2026-06-03] PG-VTON: Single-Pass Training-Free Virtual Try-On via Patch-Guided Reference Alignment (CVPR 2026)
• [2026-05-14] LPH-VTON: Resolving the Structure-Texture Dilemma of Virtual Try-On via Latent Process Handover (arXiv)
• [2026-05-14] DiffuseFit: Shape-guided warping and limb-aware diffusion synthesis for occlusion-resilient and semantically consistent virtual try-on (CVIU 2026)
• [2026-05-13] DirectTryOn: One-Step Virtual Try-On via Straightened Conditional Transport (arXiv)
• [2026-05-04] FEAT: Fashion Editing and Try-On from Any Design (arXiv)
• [2026-05-02] SIFT-VTON: Geometric Correspondence Supervision on Cross-Attention for Virtual Try-On (ICPR 2026)
• [2026-04-21] Tstars-Tryon 1.0: Robust and Realistic Virtual Try-On for Diverse Fashion Items (arXiv)
• [2026-03-23] Dress-ED: Instruction-Guided Editing for Virtual Try-On and Try-Off (arXiv) Project Page
• [2026-03-20] OmniDiT: Extending Diffusion Transformer to Omni-VTON Framework (arXiv)
• [2026-03-01] Mobile-VTON: High-Fidelity On-Device Virtual Try-On (CVPR 2026)
• [2026-02-16] OmniVTON++: Training-Free Universal Virtual Try-On with Principal Pose Guidance (arXiv)
• [2026-01-27] FASHN VTON v1.5: Efficient Maskless Virtual Try-On in Pixel Space (Project Page)
• [2025-11-24] Rethinking Garment Conditioning in Diffusion-based Virtual Try-On: Decouple, Don't Denoise (ECCV 2026)
• [2025-11-02] RefTon: Reference person shot assist virtual Try-on (CVPR 2026)
• [2025-10-03] DiT-VTON: Diffusion Transformer Framework for Unified Multi-Category Virtual Try-On and Virtual Try-All with Integrated Image Editing (arXiv)
• [2025-09-30] ART-VITON: Measurement-Guided Latent Diffusion for Artifact-Free Virtual Try-On (arXiv)
• [2025-08-28] FastFit: Accelerating Multi-Reference Virtual Try-On via Cacheable Diffusion Models (arXiv)
• [2025-08-25] JCo-MVTON: Jointly Controllable Multi-Modal Diffusion Transformer for Mask-Free Virtual Try-on (arXiv)
• [2025-08-19] OmniTry: Virtual Try-On Anything without Masks (arXiv)
• [2025-08-06] Voost: A Unified and Scalable Diffusion Transformer for Bidirectional Virtual Try-On and Try-Off (arXiv)
• [2025-08-06] One Model For All: Partial Diffusion for Unified Try-On and Try-Off in Any Pose (arXiv)
• [2025-07-20] OmniVTON: Training-Free Universal Virtual Try-On (ICCV 2025)
• [2025-05-22] SPM-Diff: Incorporating Visual Correspondence into Diffusion Model for Virtual Try-On (ICLR 2025)
• [2025-03-26] ITA-MDT: Image-Timestep-Adaptive Masked Diffusion Transformer Framework for Image-Based Virtual Try-On (arXiv)
• [2025-01-27] Any2AnyTryon: Leveraging Adaptive Position Embeddings for Versatile Virtual Clothing Tasks (ICCV 2025)
• [2025-01-18] DreamFit: Garment-Centric Human Generation via a Lightweight Anything-Dressing Encoder (AAAI 2025)
• [2024-12-22] PromptDresser: Improving the Quality and Controllability of Virtual Try-On via Generative Textual Prompt and Prompt-aware Mask (arXiv)
• [2024-12-11] Leffa: Learning Flow Fields in Attention for Controllable Person Image Generation (CVPR 2025)
• [2024-11-22] FitDiT: Advancing the Authentic Garment Details for High-fidelity Virtual Try-on (arXiv)
• [2024-10-28] SCW-VTON: Shape-Guided Clothing Warping for Virtual Try-On (ACMMM 2024)
• [2024-09-12] GarDiff: Improving Virtual Try-On with Garment-focused Diffusion Models (arXiv)
• [2024-08-28] VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors Embedding (CVPR 2025)
• [2024-08-26] MV-VTON: Multi-View Virtual Try-On with Diffusion Models (AAAI 2025)
• [2024-08-22] OutfitAnyone: Ultra-high Quality Virtual Try-On for Any Clothing and Any Person (arXiv)
• [2024-08-12] BooW-VTON: Boosting In-the-Wild Virtual Try-On via Mask-Free Pseudo Data Training (arXiv)
• [2024-07-21] CatVTON: Concatenation Is All You Need for Virtual Try-On with Diffusion Models (ICLR 2025)
• [2024-07-17] IMAGDressing-v1: Customizable Virtual Dressing (AAAI 2025)
• [2024-06-21] MaX4Zero: Masked Extended Attention for Zero-Shot Virtual Try-On In The Wild (arXiv)
• [2024-05-28] AnyFit: Controllable Virtual Try-on for Any Combination of Attire Across Any Scenario (arXiv)
• [2024-05-04] MMTryon: Multi-Modal Multi-Reference Control for High-Quality Fashion Generation (arXiv)
• [2024-05-01] FLDM-VTON: Faithful Latent Diffusion Model for Virtual Try-on (IJCAI 2024)
• [2024-04-01] Texture-Preserving Diffusion Models for High-Fidelity Virtual Try-On (CVPR 2024)
• [2024-03-19] IDM-VTON: Improving Diffusion Models for Virtual Try-on (ECCV 2024)
• [2024-03-07] OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-on (AAAI 2025)
• [2024-03-01] Exploring Warping-Guided Features via Adaptive Latent Diffusion Model for Virtual Try-On (ICME 2024)
• [2023-12-26] SD-VITON: Towards Squeezing-Averse Virtual Try-On via Sequential Deformation (AAAI 2024)
• [2023-12-06] WarpDiffusion: Efficient Diffusion Model for High-Fidelity Virtual Try-on (arXiv)
• [2023-12-04] StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-On (CVPR 2024)
• [2023-11-27] Street TryOn: Learning In-the-Wild Virtual Try-On from Unpaired Person Images (WACV 2025)
• [2023-08-11] DCI-VTON: Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance Flow (ACMMM 2023)
• [2023-08-03] LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-On (ACMMM 2023)
• [2023-06-14] TryOnDiffusion: A Tale of Two UNets (CVPR 2023)
• [2023-03-24] GP-VTON: Towards General Purpose Virtual Try-On via Collaborative Local-Flow Global-Parsing Learning (CVPR 2023)
• [2023-03-18] PL-VTONv2: Limb-Aware Virtual Try-On Network with Progressive Clothing Warping (TMM 2023)

Video-based Models

• [2026-06-07] OmniTryOn: Video Try-On Anything at Once! (arXiv)
• [2026-05-20] iTryOn: Mastering Interactive Video Virtual Try-On with Spatial-Semantic Guidance (ICML 2026) Project Page
• [2026-05-15] TCE-VTON: Temporal Consistency Enhanced Virtual Try-On Network (Visual Informatics 2026)
• [2026-04-30] TripVVT: A Large-Scale Triplet Dataset and a Coarse-Mask Baseline for In-the-Wild Video Virtual Try-On (arXiv)
• [2025-12-23] The devil is in the details: Enhancing Video Virtual Try-On via Keyframe-Driven Details Injection (arXiv) Dataset
• [2025-11-24] Eevee: Towards Close-up High-resolution Video-based Virtual Try-on (arXiv)
• [2025-10-05] Once Is Enough: Lightweight DiT-Based Video Virtual Try-On via One-Time Garment Appearance Injection (arXiv)
• [2025-09-04] Virtual Fitting Room: Generating Arbitrarily Long Videos of Virtual Try-On from a Single Image -- Technical Preview (arXiv)
• [2025-08-28] Dress&Dance: Dress up and Dance as You Like It - Technical Preview (arXiv)
• [2025-08-04] DreamVVT: Mastering Realistic Video Virtual Try-On in the Wild via a Stage-Wise Diffusion Transformer Framework (arXiv)
• [2025-05-28] MagicTryOn: Harnessing Diffusion Transformer for Garment-Preserving Video Virtual Try-on (arXiv)
• [2025-05-22] DPIDM: Pursuing Temporal-Consistent Video Virtual Try-On via Dynamic Pose Interaction (CVPR 2025)
• [2025-01-20] CatV2TON: Taming Diffusion Transformers for Vision-Based Virtual Try-On with Temporal Concatenation (CVPR 2025 Workshop)
• [2025-01-15] RealVVT: Towards Photorealistic Video Virtual Try-on via Spatio-Temporal Consistency (arXiv)
• [2024-12-13] Dynamic Try-On: Taming Video Virtual Try-on with Dynamic Attention Mechanism (arXiv)
• [2024-12-05] PEMF-VVTO: Point-Enhanced Video Virtual Try-on via Mask-free Paradigm (arXiv)
• [2024-11-04] Fashion-VDM: Video Diffusion Model for Virtual Try-On (SIGGRAPH Asia 2024)
• [2024-07-15] WildVidFit: Video Virtual Try-On in the Wild via Image-Based Controlled Diffusion Models (arXiv)
• [2024-06-07] VITON-DiT: Learning In-the-Wild Video Try-On from Human Dance Videos via Diffusion Transformers (arXiv)
• [2024-05-20] ViViD: Video Virtual Try-on using Diffusion Models (arXiv)
• [2024-04-26] Tunnel Try-on: Excavating Spatial-temporal Tunnels for High-quality Virtual Try-on in Videos (arXiv)

3D-based Models

• [2025-09-05] LUIVITON: Learned Universal Interoperable VIrtual Try-ON (arXiv)
• [2025-03-15] VTON 360: High-Fidelity Virtual Try-On from Any Viewing Direction (CVPR 2025)
• [2024-10-07] GS-VTON: Controllable 3D Virtual Try-on with Gaussian Splatting (arXiv)
• [2024-07-23] DreamVTON: Customizing 3D Virtual Try-on with Personalized Diffusion Models (ACMMM 2024)
• [2024-05-13] GaussianVTON: 3D Human Virtual Try-ON via Multi-Stage Gaussian Splatting Editing with Image Prompting (arXiv)