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 101–150 of 276 papers

TitleStatusHype
Poly-GAN: Multi-Conditioned GAN for Fashion SynthesisCode0
Toward Characteristic-Preserving Image-based Virtual Try-On NetworkCode0
VITON: An Image-based Virtual Try-on NetworkCode0
Learning-Based Animation of Clothing for Virtual Try-OnCode0
Towards Hard-pose Virtual Try-on via 3D-aware Global Correspondence LearningCode0
SiCo: An Interactive Size-Controllable Virtual Try-On Approach for Informed Decision-MakingCode0
VITON-DRR: Details Retention Virtual Try-on via Non-rigid RegistrationCode0
VITON-GAN: Virtual Try-on Image Generator Trained with Adversarial LossCode0
Real-time deep hair matting on mobile devicesCode0
Progressive Limb-Aware Virtual Try-OnCode0
FaceChain: A Playground for Human-centric Artificial Intelligence Generated ContentCode0
Disentangled Makeup Transfer with Generative Adversarial NetworkCode0
HYB-VITON: A Hybrid Approach to Virtual Try-On Combining Explicit and Implicit WarpingCode0
Semantic-Preserved Point-based Human AvatarCode0
Realistic, Animatable Human Reconstructions for Virtual Fit-On—0
Real-time Virtual-Try-On from a Single Example Image through Deep Inverse Graphics and Learned Differentiable Renderers—0
RealVVT: Towards Photorealistic Video Virtual Try-on via Spatio-Temporal Consistency—0
RetriBooru: Leakage-Free Retrieval of Conditions from Reference Images for Subject-Driven Generation—0
Robust 3D Garment Digitization from Monocular 2D Images for 3D Virtual Try-On Systems—0
Robust-MVTON: Learning Cross-Pose Feature Alignment and Fusion for Robust Multi-View Virtual Try-On—0
Self-Supervised Vision Transformer for Enhanced Virtual Clothes Try-On—0
Semi-supervised Synthesis of High-Resolution Editable Textures for 3D Humans—0
Sensitivity-Informed Augmentation for Robust Segmentation—0
Shape Controllable Virtual Try-on for Underwear Models—0
Body Shape Privacy in Images: Understanding Privacy and Preventing Automatic Shape Extraction—0
Shining Yourself: High-Fidelity Ornaments Virtual Try-on with Diffusion Model—0
Significance of Anatomical Constraints in Virtual Try-On—0
Significance of Skeleton-based Features in Virtual Try-On—0
Single Stage Multi-Pose Virtual Try-On—0
Single Stage Warped Cloth Learning and Semantic-Contextual Attention Feature Fusion for Virtual TryOn—0
SizeGAN: Improving Size Representation in Clothing Catalogs—0
Size-Variable Virtual Try-On with Physical Clothes Size—0
Spatial Transformation for Image Composition via Correspondence Learning—0
SPG-VTON: Semantic Prediction Guidance for Multi-pose Virtual Try-on—0
StableGarment: Garment-Centric Generation via Stable Diffusion—0
StructLDM: Structured Latent Diffusion for 3D Human Generation—0
Structured 3D Features for Reconstructing Controllable Avatars—0
Structure-Transformed Texture-Enhanced Network for Person Image Synthesis—0
Style and Pose Control for Image Synthesis of Humans from a Single Monocular View—0
SwiftTry: Fast and Consistent Video Virtual Try-On with Diffusion Models—0
TalkFashion: Intelligent Virtual Try-On Assistant Based on Multimodal Large Language Model—0
TELA: Text to Layer-wise 3D Clothed Human Generation—0
Template-Free Try-on Image Synthesis via Semantic-guided Optimization—0
Text-guided Eyeglasses Manipulation with Spatial Constraints—0
Text-Guided Generation and Editing of Compositional 3D Avatars—0
Time-Efficient and Identity-Consistent Virtual Try-On Using A Variant of Altered Diffusion Models—0
Toward Accurate and Realistic Outfits Visualization with Attention to Details—0
Toward Accurate and Realistic Virtual Try-on Through Shape Matching and Multiple Warps—0
Towards Multi-pose Guided Virtual Try-on Network—0
Try-On-Adapter: A Simple and Flexible Try-On Paradigm—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