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
Limb-Aware Virtual Try-On Network with Progressive Clothing WarpingCode0
Progressive Limb-Aware Virtual Try-OnCode0
VTON 360: High-Fidelity Virtual Try-On from Any Viewing Direction—0
MF-VITON: High-Fidelity Mask-Free Virtual Try-On with Minimal Input—0
CrossVTON: Mimicking the Logic Reasoning on Cross-category Virtual Try-on guided by Tri-zone Priors—0
Dress-1-to-3: Single Image to Simulation-Ready 3D Outfit with Diffusion Prior and Differentiable Physics—0
Any2AnyTryon: Leveraging Adaptive Position Embeddings for Versatile Virtual Clothing Tasks—0
Cross-Cultural Fashion Design via Interactive Large Language Models and Diffusion Models—0
IPVTON: Image-based 3D Virtual Try-on with Image Prompt Adapter—0
EfficientVITON: An Efficient Virtual Try-On Model using Optimized Diffusion Process—0
Disharmony: Forensics using Reverse Lighting Harmonization—0
RealVVT: Towards Photorealistic Video Virtual Try-on via Spatio-Temporal Consistency—0
ODPG: Outfitting Diffusion with Pose Guided Condition—0
1-2-1: Renaissance of Single-Network Paradigm for Virtual Try-On—0
Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise Scheduling—0
MC-VTON: Minimal Control Virtual Try-On Diffusion Transformer—0
HYB-VITON: A Hybrid Approach to Virtual Try-On Combining Explicit and Implicit WarpingCode0
VideoAnydoor: High-fidelity Video Object Insertion with Precise Motion Control—0
Robust-MVTON: Learning Cross-Pose Feature Alignment and Fusion for Robust Multi-View Virtual Try-On—0
DRDM: A Disentangled Representations Diffusion Model for Synthesizing Realistic Person Images—0
DiffusionTrend: A Minimalist Approach to Virtual Fashion Try-On—0
FashionComposer: Compositional Fashion Image Generation—0
Learning Implicit Features with Flow Infused Attention for Realistic Virtual Try-On—0
Dynamic Try-On: Taming Video Virtual Try-on with Dynamic Attention Mechanism—0
SwiftTry: Fast and Consistent Video Virtual Try-On with Diffusion Models—0
Size-Variable Virtual Try-On with Physical Clothes Size—0
PEMF-VVTO: Point-Enhanced Video Virtual Try-on via Mask-free Paradigm—0
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
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
HumanCoser: Layered 3D Human Generation via Semantic-Aware Diffusion Model—0
SiCo: An Interactive Size-Controllable Virtual Try-On Approach for Informed Decision-MakingCode0
DreamVTON: Customizing 3D Virtual Try-on with Personalized Diffusion Models—0
OutfitAnyone: Ultra-high Quality Virtual Try-On for Any Clothing and Any Person—0
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
Self-Supervised Vision Transformer for Enhanced Virtual Clothes Try-On—0
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
LayGA: Layered Gaussian Avatars for Animatable Clothing Transfer—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