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
NSF: Neural Surface Fields for Human Modeling from Monocular Depth—0
ODPG: Outfitting Diffusion with Pose Guided Condition—0
OutfitAnyone: Ultra-high Quality Virtual Try-On for Any Clothing and Any Person—0
PASTA-GAN++: A Versatile Framework for High-Resolution Unpaired Virtual Try-on—0
PEMF-VVTO: Point-Enhanced Video Virtual Try-on via Mask-free Paradigm—0
Per Garment Capture and Synthesis for Real-time Virtual Try-on—0
PFDM: Parser-Free Virtual Try-on via Diffusion Model—0
PhysGraph: Physics-Based Integration Using Graph Neural Networks—0
PICTURE: PhotorealistIC virtual Try-on from UnconstRained dEsigns—0
Pose Guided Fashion Image Synthesis Using Deep Generative Model—0
Probing TryOnGAN—0
Product-Level Try-on: Characteristics-preserving Try-on with Realistic Clothes Shading and Wrinkles—0
PT-VTON: an Image-Based Virtual Try-On Network with Progressive Pose Attention Transfer—0
Pursuing Temporal-Consistent Video Virtual Try-On via Dynamic Pose Interaction—0
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
ZFlow: Gated Appearance Flow-based Virtual Try-on with 3D Priors—0
1-2-1: Renaissance of Single-Network Paradigm for Virtual Try-On—0
Human Synthesis and Scene Compositing—0
3D Landmark Detection on Human Point Clouds: A Benchmark and A Dual Cascade Point Transformer Framework—0
3D Reconstruction of Clothes using a Human Body Model and its Application to Image-based Virtual Try-On—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