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 51–100 of 276 papers

TitleStatusHype
Size-Variable Virtual Try-On with Physical Clothes Size—0
PEMF-VVTO: Point-Enhanced Video Virtual Try-on via Mask-free Paradigm—0
TryOffDiff: Virtual-Try-Off via High-Fidelity Garment Reconstruction using Diffusion ModelsCode2
TED-VITON: Transformer-Empowered Diffusion Models for Virtual Try-OnCode0
Controllable Human Image Generation with Personalized Multi-Garments—0
Hierarchical Cross-Attention Network for Virtual Try-On—0
FitDiT: Advancing the Authentic Garment Details for High-fidelity Virtual Try-onCode4
Try-On-Adapter: A Simple and Flexible Try-On Paradigm—0
High-Fidelity Virtual Try-on with Large-Scale Unpaired LearningCode0
Fashion-VDM: Video Diffusion Model for Virtual Try-On—0
DH-VTON: Deep Text-Driven Virtual Try-On via Hybrid Attention Learning—0
GS-VTON: Controllable 3D Virtual Try-on with Gaussian Splatting—0
Beyond Imperfections: A Conditional Inpainting Approach for End-to-End Artifact Removal in VTON and Pose Transfer—0
GlamTry: Advancing Virtual Try-On for High-End Accessories—0
Improving Virtual Try-On with Garment-focused Diffusion ModelsCode1
VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors EmbeddingCode1
HumanCoser: Layered 3D Human Generation via Semantic-Aware Diffusion Model—0
BooW-VTON: Boosting In-the-Wild Virtual Try-On via Mask-Free Pseudo Data TrainingCode2
SiCo: An Interactive Size-Controllable Virtual Try-On Approach for Informed Decision-MakingCode0
OutfitAnyone: Ultra-high Quality Virtual Try-On for Any Clothing and Any Person—0
DreamVTON: Customizing 3D Virtual Try-on with Personalized Diffusion Models—0
CatVTON: Concatenation Is All You Need for Virtual Try-On with Diffusion ModelsCode5
D^4-VTON: Dynamic Semantics Disentangling for Differential Diffusion based Virtual Try-OnCode1
IMAGDressing-v1: Customizable Virtual DressingCode5
WildVidFit: Video Virtual Try-On in the Wild via Image-Based Controlled Diffusion ModelsCode0
DiCTI: Diffusion-based Clothing Designer via Text-guided Input—0
ClotheDreamer: Text-Guided Garment Generation with 3D Gaussians—0
Masked Extended Attention for Zero-Shot Virtual Try-On In The Wild—0
CustAny: Customizing Anything from A Single ExampleCode1
Self-Supervised Vision Transformer for Enhanced Virtual Clothes Try-On—0
M&M VTO: Multi-Garment Virtual Try-On and EditingCode7
GraVITON: Graph based garment warping with attention guided inversion for Virtual-tryon—0
Sensitivity-Informed Augmentation for Robust Segmentation—0
AnyFit: Controllable Virtual Try-on for Any Combination of Attire Across Any Scenario—0
ViViD: Video Virtual Try-on using Diffusion ModelsCode4
GaussianVTON: 3D Human Virtual Try-ON via Multi-Stage Gaussian Splatting Editing with Image PromptingCode2
LayGA: Layered Gaussian Avatars for Animatable Clothing Transfer—0
MMTryon: Multi-Modal Multi-Reference Control for High-Quality Fashion Generation—0
FashionSD-X: Multimodal Fashion Garment Synthesis using Latent Diffusion—0
Tunnel Try-on: Excavating Spatial-temporal Tunnels for High-quality Virtual Try-on in Videos—0
MV-VTON: Multi-View Virtual Try-On with Diffusion ModelsCode3
TELA: Text to Layer-wise 3D Clothed Human Generation—0
FLDM-VTON: Faithful Latent Diffusion Model for Virtual Try-on—0
A Simple Strategy for Body Estimation from Partial-View Images—0
HiLo: Detailed and Robust 3D Clothed Human Reconstruction with High-and Low-Frequency Information of Parametric ModelsCode1
FashionEngine: Interactive 3D Human Generation and Editing via Multimodal Controls—0
StructLDM: Structured Latent Diffusion for 3D Human Generation—0
TryOn-Adapter: Efficient Fine-Grained Clothing Identity Adaptation for High-Fidelity Virtual Try-OnCode2
Texture-Preserving Diffusion Models for High-Fidelity Virtual Try-OnCode2
Multimodal-Conditioned Latent Diffusion Models for Fashion Image EditingCode3
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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