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 1–25 of 276 papers

TitleStatusHype
OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-onCode9
M&M VTO: Multi-Garment Virtual Try-On and EditingCode7
Improving Diffusion Models for Authentic Virtual Try-on in the WildCode7
Learning Flow Fields in Attention for Controllable Person Image GenerationCode5
CatVTON: Concatenation Is All You Need for Virtual Try-On with Diffusion ModelsCode5
IMAGDressing-v1: Customizable Virtual DressingCode5
FitDiT: Advancing the Authentic Garment Details for High-fidelity Virtual Try-onCode4
ViViD: Video Virtual Try-on using Diffusion ModelsCode4
AnyDoor: Zero-shot Object-level Image CustomizationCode4
CatV2TON: Taming Diffusion Transformers for Vision-Based Virtual Try-On with Temporal ConcatenationCode3
PromptDresser: Improving the Quality and Controllability of Virtual Try-On via Generative Textual Prompt and Prompt-aware MaskCode3
MV-VTON: Multi-View Virtual Try-On with Diffusion ModelsCode3
Multimodal-Conditioned Latent Diffusion Models for Fashion Image EditingCode3
StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-OnCode3
Composer: Creative and Controllable Image Synthesis with Composable ConditionsCode3
Enhancing Person-to-Person Virtual Try-On with Multi-Garment Virtual Try-OffCode2
Flux Already Knows -- Activating Subject-Driven Image Generation without TrainingCode2
Concat-ID: Towards Universal Identity-Preserving Video SynthesisCode2
TryOffDiff: Virtual-Try-Off via High-Fidelity Garment Reconstruction using Diffusion ModelsCode2
BooW-VTON: Boosting In-the-Wild Virtual Try-On via Mask-Free Pseudo Data TrainingCode2
GaussianVTON: 3D Human Virtual Try-ON via Multi-Stage Gaussian Splatting Editing with Image PromptingCode2
Texture-Preserving Diffusion Models for High-Fidelity Virtual Try-OnCode2
TryOn-Adapter: Efficient Fine-Grained Clothing Identity Adaptation for High-Fidelity Virtual Try-OnCode2
Towards Garment Sewing Pattern Reconstruction from a Single ImageCode2
Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance FlowCode2
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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