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

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Showing 151–200 of 276 papers

TitleStatusHype
Controllable Visual-Tactile SynthesisCode1
DreamPaint: Few-Shot Inpainting of E-Commerce Items for Virtual Try-On without 3D ModelingCode1
Text-guided Eyeglasses Manipulation with Spatial Constraints—0
PG-VTON: A Novel Image-Based Virtual Try-On Method via Progressive Inference ParadigmCode1
ALiSNet: Accurate and Lightweight Human Segmentation Network for Fashion E-Commerce—0
ClothCombo: Modeling Inter-Cloth Interaction for Draping Multi-Layered Clothes—0
Learning Garment DensePose for Robust Warping in Virtual Try-OnCode1
GP-VTON: Towards General Purpose Virtual Try-on via Collaborative Local-Flow Global-Parsing LearningCode2
Image-Based Virtual Try-on System With Clothing-Size Adjustment—0
USR: Unsupervised Separated 3D Garment and Human Reconstruction via Geometry and Semantic Consistency—0
Composer: Creative and Controllable Image Synthesis with Composable ConditionsCode3
PhysGraph: Physics-Based Integration Using Graph Neural Networks—0
Multi-Camera Lighting Estimation for Photorealistic Front-Facing Mobile Augmented Reality—0
FICE: Text-Conditioned Fashion Image Editing With Guided GAN InversionCode1
OccluMix: Towards De-Occlusion Virtual Try-on by Semantically-Guided MixupCode1
Virtual Try-On with Pose-Garment Keypoints Guided InpaintingCode1
Size Does Matter: Size-aware Virtual Try-on via Clothing-oriented Transformation Try-on NetworkCode1
Linking Garment With Person via Semantically Associated Landmarks for Virtual Try-On—0
Human Image Generation: A Comprehensive Survey—0
Structured 3D Features for Reconstructing Controllable Avatars—0
C-VTON: Context-Driven Image-Based Virtual Try-On NetworkCode1
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
Capturing and Animation of Body and Clothing from Monocular VideoCode2
Fill in Fabrics: Body-Aware Self-Supervised Inpainting for Image-Based Virtual Try-OnCode1
Significance of Skeleton-based Features in Virtual Try-On—0
Cross Attention Based Style Distribution for Controllable Person Image SynthesisCode1
PASTA-GAN++: A Versatile Framework for High-Resolution Unpaired Virtual Try-on—0
Single Stage Virtual Try-on via Deformable Attention FlowsCode1
Spatial Transformation for Image Composition via Correspondence Learning—0
High-Resolution Virtual Try-On with Misalignment and Occlusion-Handled ConditionsCode2
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
ClothFormer:Taming Video Virtual Try-on in All ModuleCode1
RMGN: A Regional Mask Guided Network for Parser-free Virtual Try-onCode1
Dress Code: High-Resolution Multi-Category Virtual Try-OnCode2
Style-Based Global Appearance Flow for Virtual Try-OnCode2
Dressing in the Wild by Watching Dance Videos—0
NeuralTailor: Reconstructing Sewing Pattern Structures from 3D Point Clouds of GarmentsCode1
Probing TryOnGAN—0
ClothFormer: Taming Video Virtual Try-On in All Module—0
Full-Range Virtual Try-On With Recurrent Tri-Level Transform—0
Weakly Supervised High-Fidelity Clothing Model GenerationCode1
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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