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

Showing 51100 of 276 papers

TitleStatusHype
FICE: Text-Conditioned Fashion Image Editing With Guided GAN InversionCode1
ViscoNet: Bridging and Harmonizing Visual and Textual Conditioning for ControlNetCode1
CP-VTON+: Clothing Shape and Texture Preserving Image-Based Virtual Try-OnCode1
Street TryOn: Learning In-the-Wild Virtual Try-On from Unpaired Person ImagesCode1
Size Does Matter: Size-aware Virtual Try-on via Clothing-oriented Transformation Try-on NetworkCode1
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human PoseCode1
Single Stage Virtual Try-on via Deformable Attention FlowsCode1
Towards Scalable Unpaired Virtual Try-On via Patch-Routed Spatially-Adaptive GANCode1
TightCap: 3D Human Shape Capture with Clothing Tightness FieldCode1
Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-OnCode1
Real-Time Per-Garment Virtual Try-On with Temporal Consistency for Loose-Fitting GarmentsCode1
Shape-Guided Clothing Warping for Virtual Try-OnCode1
PG-VTON: A Novel Image-Based Virtual Try-On Method via Progressive Inference ParadigmCode1
OccluMix: Towards De-Occlusion Virtual Try-on by Semantically-Guided MixupCode1
Low-Barrier Dataset Collection with Real Human Body for Interactive Per-Garment Virtual Try-OnCode1
ShineOn: Illuminating Design Choices for Practical Video-based Virtual Clothing Try-onCode1
Cloth Interactive Transformer for Virtual Try-OnCode1
Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit EditingCode1
Lipstick ain't enough: Beyond Color Matching for In-the-Wild Makeup TransferCode1
ClothFormer:Taming Video Virtual Try-on in All ModuleCode1
Learning Garment DensePose for Robust Warping in Virtual Try-OnCode1
Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed IndividualsCode1
Learning to Transfer Texture from Clothing Images to 3D HumansCode1
DreamPaint: Few-Shot Inpainting of E-Commerce Items for Virtual Try-On without 3D ModelingCode1
Image Based Virtual Try-On Network From Unpaired DataCode1
CustAny: Customizing Anything from A Single ExampleCode1
Image-Based Virtual Try-On: A SurveyCode1
M3D-VTON: A Monocular-to-3D Virtual Try-On NetworkCode1
Improving Virtual Try-On with Garment-focused Diffusion ModelsCode1
DM-VTON: Distilled Mobile Real-time Virtual Try-OnCode1
Disentangled Cycle Consistency for Highly-realistic Virtual Try-OnCode1
Parser-Free Virtual Try-on via Distilling Appearance FlowsCode1
HiLo: Detailed and Robust 3D Clothed Human Reconstruction with High-and Low-Frequency Information of Parametric ModelsCode1
Incorporating Visual Correspondence into Diffusion Model for Virtual Try-OnCode1
NeuralTailor: Reconstructing Sewing Pattern Structures from 3D Point Clouds of GarmentsCode1
RMGN: A Regional Mask Guided Network for Parser-free Virtual Try-onCode1
Towards Photo-Realistic Virtual Try-On by Adaptively GeneratingPreserving Image ContentCode1
SieveNet: A Unified Framework for Robust Image-Based Virtual Try-OnCode1
Disentangled Clothed Avatar Generation from Text Descriptions0
DI-Net : Decomposed Implicit Garment Transfer Network for Digital Clothed 3D Human0
DiffusionTrend: A Minimalist Approach to Virtual Fashion Try-On0
DiCTI: Diffusion-based Clothing Designer via Text-guided Input0
A Novel Garment Transfer Method Supervised by Distilled Knowledge of Virtual Try-on Model0
DH-VTON: Deep Text-Driven Virtual Try-On via Hybrid Attention Learning0
Detailed Garment Recovery from a Single-View Image0
CA-GAN: Weakly Supervised Color Aware GAN for Controllable Makeup Transfer0
DeepIron: Predicting Unwarped Garment Texture from a Single Image0
3D Reconstruction of Clothes using a Human Body Model and its Application to Image-based Virtual Try-On0
Human Synthesis and Scene Compositing0
GarmentGAN: Photo-realistic Adversarial Fashion Transfer0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1C-VTONFID19.54Unverified
2PSADFID13.71Unverified
3RT-VTONFID11.66Unverified
4SDAFNFID10.97Unverified
5PF-AFNFID10.09Unverified
6Flow-Style-VTONFID8.89Unverified
7CloTH-VTON+SSIM0.89Unverified
8ACGPNSSIM0.85Unverified
9ClothFlowSSIM0.84Unverified
10CP-VTON+SSIM0.82Unverified
#ModelMetricClaimedVerifiedStatus
1VITON-HDFID11.74Unverified
2HR-VITONFID10.91Unverified
3StableVITONFID8.23Unverified
4IDM-VTONFID6.29Unverified
5FItDiTFID4.73Unverified
#ModelMetricClaimedVerifiedStatus
1MG-VTONIS3.03Unverified
2Poly-GANIS2.79Unverified
#ModelMetricClaimedVerifiedStatus
1DGPFID48.4Unverified
2PF-AFNFID6.43Unverified
#ModelMetricClaimedVerifiedStatus
1LeffaFID2.06Unverified
#ModelMetricClaimedVerifiedStatus
1mm10 fold Cross validation66Unverified
#ModelMetricClaimedVerifiedStatus
1VTON-ITSSIM0.93Unverified
#ModelMetricClaimedVerifiedStatus
1Street TryOnFID33.04Unverified
#ModelMetricClaimedVerifiedStatus
1Fashion-VDMFVD172Unverified