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 201–225 of 276 papers

TitleStatusHype
Structured 3D Features for Reconstructing Controllable Avatars—0
Wearing the Same Outfit in Different Ways -- A Controllable Virtual Try-on Method—0
Towards Hard-pose Virtual Try-on via 3D-aware Global Correspondence LearningCode0
Single Stage Multi-Pose Virtual Try-On—0
HumanDiffusion: a Coarse-to-Fine Alignment Diffusion Framework for Controllable Text-Driven Person Image Generation—0
SizeGAN: Improving Size Representation in Clothing Catalogs—0
Realistic, Animatable Human Reconstructions for Virtual Fit-On—0
Significance of Skeleton-based Features in Virtual Try-On—0
PASTA-GAN++: A Versatile Framework for High-Resolution Unpaired Virtual Try-on—0
Spatial Transformation for Image Composition via Correspondence Learning—0
FitGAN: Fit- and Shape-Realistic Generative Adversarial Networks for Fashion—0
0/1 Deep Neural Networks via Block Coordinate Descent—0
Estimation of 3D Body Shape and Clothing Measurements from Frontal- and Side-view Images—0
Real-time Virtual-Try-On from a Single Example Image through Deep Inverse Graphics and Learned Differentiable Renderers—0
WG-VITON: Wearing-Guide Virtual Try-On for Top and Bottom Clothes—0
Dressing in the Wild by Watching Dance Videos—0
Probing TryOnGAN—0
Full-Range Virtual Try-On With Recurrent Tri-Level Transform—0
ClothFormer: Taming Video Virtual Try-On in All Module—0
Robust 3D Garment Digitization from Monocular 2D Images for 3D Virtual Try-On Systems—0
Arbitrary Virtual Try-On Network: Characteristics Preservation and Trade-off between Body and Clothing—0
PT-VTON: an Image-Based Virtual Try-On Network with Progressive Pose Attention Transfer—0
Data Augmentation using Random Image Cropping for High-resolution Virtual Try-On (VITON-CROP)—0
A Neural Anthropometer Learning from Body Dimensions Computed on Human 3D MeshesCode0
ZFlow: Gated Appearance Flow-based Virtual Try-on with 3D Priors—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