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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–75 of 276 papers

TitleStatusHype
Towards Photo-Realistic Virtual Try-On by Adaptively GeneratingPreserving Image ContentCode1
Improving Virtual Try-On with Garment-focused Diffusion ModelsCode1
CP-VTON+: Clothing Shape and Texture Preserving Image-Based Virtual Try-OnCode1
Incorporating Visual Correspondence into Diffusion Model for Virtual Try-OnCode1
Controllable Visual-Tactile SynthesisCode1
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human PoseCode1
Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed IndividualsCode1
Image-Based Virtual Try-On: A SurveyCode1
Low-Barrier Dataset Collection with Real Human Body for Interactive Per-Garment Virtual Try-OnCode1
Image Based Virtual Try-On Network From Unpaired DataCode1
Cloth Interactive Transformer for Virtual Try-OnCode1
CustAny: Customizing Anything from A Single ExampleCode1
Single Stage Virtual Try-on via Deformable Attention FlowsCode1
ClothFormer:Taming Video Virtual Try-on in All ModuleCode1
Single View Garment Reconstruction Using Diffusion Mapping Via Pattern CoordinatesCode1
DreamPaint: Few-Shot Inpainting of E-Commerce Items for Virtual Try-On without 3D ModelingCode1
FashionTex: Controllable Virtual Try-on with Text and TextureCode1
Shape-Guided Clothing Warping for Virtual Try-OnCode1
FICE: Text-Conditioned Fashion Image Editing With Guided GAN InversionCode1
Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-OnCode1
ShineOn: Illuminating Design Choices for Practical Video-based Virtual Clothing Try-onCode1
DM-VTON: Distilled Mobile Real-time Virtual Try-OnCode1
Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit EditingCode1
Fill in Fabrics: Body-Aware Self-Supervised Inpainting for Image-Based Virtual Try-OnCode1
Disentangled Cycle Consistency for Highly-realistic Virtual Try-OnCode1
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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