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 201–250 of 276 papers

TitleStatusHype
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
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human PoseCode1
PT-VTON: an Image-Based Virtual Try-On Network with Progressive Pose Attention Transfer—0
Towards Scalable Unpaired Virtual Try-On via Patch-Routed Spatially-Adaptive GANCode1
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
Per Garment Capture and Synthesis for Real-time Virtual Try-on—0
ARShoe: Real-Time Augmented Reality Shoe Try-on System on Smartphones—0
MV-TON: Memory-based Video Virtual Try-on network—0
M3D-VTON: A Monocular-to-3D Virtual Try-On NetworkCode1
SPG-VTON: Semantic Prediction Guidance for Multi-pose Virtual Try-on—0
WAS-VTON: Warping Architecture Search for Virtual Try-on Network—0
Shape Controllable Virtual Try-on for Underwear Models—0
Toward Accurate and Realistic Outfits Visualization with Attention to Details—0
An Efficient Style Virtual Try on Network for Clothing Business Industry—0
Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-OnCode1
Deep Graphics Encoder for Real-Time Video Makeup Synthesis from Example—0
Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit EditingCode1
Cloth Interactive Transformer for Virtual Try-OnCode1
Lipstick ain't enough: Beyond Color Matching for In-the-Wild Makeup TransferCode1
VITON-HD: High-Resolution Virtual Try-On via Misalignment-Aware NormalizationCode2
Semi-supervised Synthesis of High-Resolution Editable Textures for 3D Humans—0
Disentangled Cycle Consistency for Highly-realistic Virtual Try-OnCode1
Parser-Free Virtual Try-on via Distilling Appearance FlowsCode1
Style and Pose Control for Image Synthesis of Humans from a Single Monocular View—0
CloTH-VTON+: Clothing Three-dimensional reconstruction for Hybrid image-based Virtual Try-ON—0
Template-Free Try-on Image Synthesis via Semantic-guided Optimization—0
Structure-Transformed Texture-Enhanced Network for Person Image Synthesis—0
FashionMirror: Co-Attention Feature-Remapping Virtual Try-On With Sequential Template PosesCode0
ShineOn: Illuminating Design Choices for Practical Video-based Virtual Clothing Try-onCode1
CloTH-VTON: Clothing Three-dimensional reconstruction for Hybrid image-based Virtual Try-ON—0
Fully Convolutional Graph Neural Networks for Parametric Virtual Try-On—0
CA-GAN: Weakly Supervised Color Aware GAN for Controllable Makeup Transfer—0
Learning to Estimate the Body Shape Under Clothing from a Single 3D Scan—0
GAN-based Garment Generation Using Sewing Pattern Images—0
Creating a Large-scale Synthetic Dataset for Human Activity Recognition—0
Do Not Mask What You Do Not Need to Mask: a Parser-Free Virtual Try-On—0
CP-VTON+: Clothing Shape and Texture Preserving Image-Based Virtual Try-OnCode1
3D Reconstruction of Clothes using a Human Body Model and its Application to Image-based Virtual Try-On—0
Image Based Virtual Try-On Network From Unpaired DataCode1
Towards Photo-Realistic Virtual Try-On by Adaptively Generating-Preserving Image ContentCode1
LGVTON: A Landmark Guided Approach to Virtual Try-On—0
Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single ImagesCode1
A generic method of wearable items virtual try-on—0
Toward Accurate and Realistic Virtual Try-on Through Shape Matching and Multiple Warps—0
Towards Photo-Realistic Virtual Try-On by Adaptively GeneratingPreserving Image ContentCode1
GarmentGAN: Photo-realistic Adversarial Fashion Transfer—0
Learning to Transfer Texture from Clothing Images to 3D HumansCode1
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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