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 201–250 of 276 papers

TitleStatusHype
DI-Net : Decomposed Implicit Garment Transfer Network for Digital Clothed 3D Human—0
Disentangled Clothed Avatar Generation from Text Descriptions—0
Disharmony: Forensics using Reverse Lighting Harmonization—0
Do Not Mask What You Do Not Need to Mask: a Parser-Free Virtual Try-On—0
DRDM: A Disentangled Representations Diffusion Model for Synthesizing Realistic Person Images—0
DreamVTON: Customizing 3D Virtual Try-on with Personalized Diffusion Models—0
Dress-1-to-3: Single Image to Simulation-Ready 3D Outfit with Diffusion Prior and Differentiable Physics—0
DressCode: Autoregressively Sewing and Generating Garments from Text Guidance—0
Dressing in the Wild by Watching Dance Videos—0
Dress-Me-Up: A Dataset & Method for Self-Supervised 3D Garment Retargeting—0
Dynamic Try-On: Taming Video Virtual Try-on with Dynamic Attention Mechanism—0
EfficientVITON: An Efficient Virtual Try-On Model using Optimized Diffusion Process—0
End-to-End Learning of Geometric Deformations of Feature Maps for Virtual Try-On—0
Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise Scheduling—0
Estimation of 3D Body Shape and Clothing Measurements from Frontal- and Side-view Images—0
Exploring Disentangled and Controllable Human Image Synthesis: From End-to-End to Stage-by-Stage—0
FashionComposer: Compositional Fashion Image Generation—0
FashionEngine: Interactive 3D Human Generation and Editing via Multimodal Controls—0
FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model—0
Fashion-RAG: Multimodal Fashion Image Editing via Retrieval-Augmented Generation—0
FashionSD-X: Multimodal Fashion Garment Synthesis using Latent Diffusion—0
Fashion-VDM: Video Diffusion Model for Virtual Try-On—0
FitGAN: Fit- and Shape-Realistic Generative Adversarial Networks for Fashion—0
FLDM-VTON: Faithful Latent Diffusion Model for Virtual Try-on—0
From Keypoints to Realism: A Realistic and Accurate Virtual Try-on Network from 2D Images—0
Full-Range Virtual Try-On With Recurrent Tri-Level Transform—0
Fully Convolutional Graph Neural Networks for Parametric Virtual Try-On—0
FW-GAN: Flow-Navigated Warping GAN for Video Virtual Try-On—0
GAN-based Garment Generation Using Sewing Pattern Images—0
GarmentGAN: Photo-realistic Adversarial Fashion Transfer—0
GarNet: A Two-Stream Network for Fast and Accurate 3D Cloth Draping—0
GC-VTON: Predicting Globally Consistent and Occlusion Aware Local Flows with Neighborhood Integrity Preservation for Virtual Try-on—0
GlamTry: Advancing Virtual Try-On for High-End Accessories—0
GraVITON: Graph based garment warping with attention guided inversion for Virtual-tryon—0
GS-VTON: Controllable 3D Virtual Try-on with Gaussian Splatting—0
HF-VTON: High-Fidelity Virtual Try-On via Consistent Geometric and Semantic Alignment—0
Hierarchical Cross-Attention Network for Virtual Try-On—0
Human Body Shape Classification Based on a Single Image—0
HumanCoser: Layered 3D Human Generation via Semantic-Aware Diffusion Model—0
HumanDiffusion: a Coarse-to-Fine Alignment Diffusion Framework for Controllable Text-Driven Person Image Generation—0
Human Image Generation: A Comprehensive Survey—0
Im2Fit: Fast 3D Model Fitting and Anthropometrics using Single Consumer Depth Camera and Synthetic Data—0
Image-Based Virtual Try-on System With Clothing-Size Adjustment—0
Insert Anything: Image Insertion via In-Context Editing in DiT—0
Interactive Fashion Content Generation Using LLMs and Latent Diffusion Models—0
IPVTON: Image-based 3D Virtual Try-on with Image Prompt Adapter—0
ITA-MDT: Image-Timestep-Adaptive Masked Diffusion Transformer Framework for Image-Based Virtual Try-On—0
LayGA: Layered Gaussian Avatars for Animatable Clothing Transfer—0
Learning Implicit Features with Flow Infused Attention for Realistic Virtual Try-On—0
Learning to Estimate the Body Shape Under Clothing from a Single 3D Scan—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