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
D^4-VTON: Dynamic Semantics Disentangling for Differential Diffusion based Virtual Try-OnCode1
M3D-VTON: A Monocular-to-3D Virtual Try-On NetworkCode1
CP-VTON+: Clothing Shape and Texture Preserving Image-Based Virtual Try-OnCode1
Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single ImagesCode1
Controllable Visual-Tactile SynthesisCode1
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human PoseCode1
Lipstick ain't enough: Beyond Color Matching for In-the-Wild Makeup TransferCode1
Single View Garment Reconstruction Using Diffusion Mapping Via Pattern CoordinatesCode1
Learning Garment DensePose for Robust Warping in Virtual Try-OnCode1
Street TryOn: Learning In-the-Wild Virtual Try-On from Unpaired Person ImagesCode1
Low-Barrier Dataset Collection with Real Human Body for Interactive Per-Garment Virtual Try-OnCode1
Learning to Transfer Texture from Clothing Images to 3D HumansCode1
Cloth Interactive Transformer for Virtual Try-OnCode1
CustAny: Customizing Anything from A Single ExampleCode1
Improving Virtual Try-On with Garment-focused Diffusion ModelsCode1
Image Based Virtual Try-On Network From Unpaired DataCode1
HiLo: Detailed and Robust 3D Clothed Human Reconstruction with High-and Low-Frequency Information of Parametric ModelsCode1
Image-Based Virtual Try-On: A SurveyCode1
Incorporating Visual Correspondence into Diffusion Model for Virtual Try-OnCode1
DreamPaint: Few-Shot Inpainting of E-Commerce Items for Virtual Try-On without 3D ModelingCode1
Fill in Fabrics: Body-Aware Self-Supervised Inpainting for Image-Based Virtual Try-OnCode1
DM-VTON: Distilled Mobile Real-time Virtual Try-OnCode1
ClothFormer:Taming Video Virtual Try-on in All ModuleCode1
FashionTex: Controllable Virtual Try-on with Text and TextureCode1
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