SOTAVerified

Virtual Try-on

Virtual try-on of clothing or other items such as glasses and makeup. Most recent techniques use Generative Adversarial Networks.

Papers

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Showing 151–200 of 276 papers

TitleStatusHype
4DHumanOutfit: a multi-subject 4D dataset of human motion sequences in varying outfits exhibiting large displacements—0
ACDG-VTON: Accurate and Contained Diffusion Generation for Virtual Try-On—0
A generic method of wearable items virtual try-on—0
ALiSNet: Accurate and Lightweight Human Segmentation Network for Fashion E-Commerce—0
An Efficient Style Virtual Try on Network for Clothing Business Industry—0
A Novel Garment Transfer Method Supervised by Distilled Knowledge of Virtual Try-on Model—0
Any2AnyTryon: Leveraging Adaptive Position Embeddings for Versatile Virtual Clothing Tasks—0
AnyFit: Controllable Virtual Try-on for Any Combination of Attire Across Any Scenario—0
Arbitrary Virtual Try-On Network: Characteristics Preservation and Trade-off between Body and Clothing—0
ARShoe: Real-Time Augmented Reality Shoe Try-on System on Smartphones—0
A Simple Strategy for Body Estimation from Partial-View Images—0
A Two-stage Personalized Virtual Try-on Framework with Shape Control and Texture Guidance—0
Automated Material Properties Extraction For Enhanced Beauty Product Discovery and Makeup Virtual Try-on—0
Better Fit: Accommodate Variations in Clothing Types for Virtual Try-on—0
Beyond Imperfections: A Conditional Inpainting Approach for End-to-End Artifact Removal in VTON and Pose Transfer—0
CA-GAN: Weakly Supervised Color Aware GAN for Controllable Makeup Transfer—0
Cloth2Tex: A Customized Cloth Texture Generation Pipeline for 3D Virtual Try-On—0
ClotheDreamer: Text-Guided Garment Generation with 3D Gaussians—0
ClothFit: Cloth-Human-Attribute Guided Virtual Try-On Network Using 3D Simulated Dataset—0
ClothFormer: Taming Video Virtual Try-On in All Module—0
CloTH-VTON: Clothing Three-dimensional reconstruction for Hybrid image-based Virtual Try-ON—0
CloTH-VTON+: Clothing Three-dimensional reconstruction for Hybrid image-based Virtual Try-ON—0
Controllable Human Image Generation with Personalized Multi-Garments—0
Creating a Large-scale Synthetic Dataset for Human Activity Recognition—0
Cross-Cultural Fashion Design via Interactive Large Language Models and Diffusion Models—0
CrossVTON: Mimicking the Logic Reasoning on Cross-category Virtual Try-on guided by Tri-zone Priors—0
Data Augmentation using Random Image Cropping for High-resolution Virtual Try-On (VITON-CROP)—0
Deep Graphics Encoder for Real-Time Video Makeup Synthesis from Example—0
DeepIron: Predicting Unwarped Garment Texture from a Single Image—0
Detailed Garment Recovery from a Single-View Image—0
DH-VTON: Deep Text-Driven Virtual Try-On via Hybrid Attention Learning—0
DiCTI: Diffusion-based Clothing Designer via Text-guided Input—0
DiffusionTrend: A Minimalist Approach to Virtual Fashion Try-On—0
DI-Net : Decomposed Implicit Garment Transfer Network for Digital Clothed 3D Human—0
Disentangled Clothed Avatar Generation from Text Descriptions—0
Disharmony: Forensics using Reverse Lighting Harmonization—0
Do Not Mask What You Do Not Need to Mask: a Parser-Free Virtual Try-On—0
DRDM: A Disentangled Representations Diffusion Model for Synthesizing Realistic Person Images—0
DreamVTON: Customizing 3D Virtual Try-on with Personalized Diffusion Models—0
Dress-1-to-3: Single Image to Simulation-Ready 3D Outfit with Diffusion Prior and Differentiable Physics—0
DressCode: Autoregressively Sewing and Generating Garments from Text Guidance—0
Dressing in the Wild by Watching Dance Videos—0
Dress-Me-Up: A Dataset & Method for Self-Supervised 3D Garment Retargeting—0
Dynamic Try-On: Taming Video Virtual Try-on with Dynamic Attention Mechanism—0
EfficientVITON: An Efficient Virtual Try-On Model using Optimized Diffusion Process—0
End-to-End Learning of Geometric Deformations of Feature Maps for Virtual Try-On—0
Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise Scheduling—0
Estimation of 3D Body Shape and Clothing Measurements from Frontal- and Side-view Images—0
Exploring Disentangled and Controllable Human Image Synthesis: From End-to-End to Stage-by-Stage—0
FashionComposer: Compositional Fashion Image Generation—0
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All datasetsVITONVITON-HDDeep-FashionMPVDress CodeFashionIQMicrosoft COCO datasetStreetTryOnUBC Fashion Videos

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1C-VTONFID19.54—Unverified
2PSADFID13.71—Unverified
3RT-VTONFID11.66—Unverified
4SDAFNFID10.97—Unverified
5PF-AFNFID10.09—Unverified
6Flow-Style-VTONFID8.89—Unverified
7CloTH-VTON+SSIM0.89—Unverified
8ACGPNSSIM0.85—Unverified
9ClothFlowSSIM0.84—Unverified
10CP-VTON+SSIM0.82—Unverified
#ModelMetricClaimedVerifiedStatus
1VITON-HDFID11.74—Unverified
2HR-VITONFID10.91—Unverified
3StableVITONFID8.23—Unverified
4IDM-VTONFID6.29—Unverified
5FItDiTFID4.73—Unverified
#ModelMetricClaimedVerifiedStatus
1MG-VTONIS3.03—Unverified
2Poly-GANIS2.79—Unverified
#ModelMetricClaimedVerifiedStatus
1DGPFID48.4—Unverified
2PF-AFNFID6.43—Unverified
#ModelMetricClaimedVerifiedStatus
1LeffaFID2.06—Unverified
#ModelMetricClaimedVerifiedStatus
1mm10 fold Cross validation66—Unverified
#ModelMetricClaimedVerifiedStatus
1VTON-ITSSIM0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1Street TryOnFID33.04—Unverified
#ModelMetricClaimedVerifiedStatus
1Fashion-VDMFVD172—Unverified