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 101–150 of 276 papers

TitleStatusHype
ACDG-VTON: Accurate and Contained Diffusion Generation for Virtual Try-On—0
Wear-Any-Way: Manipulable Virtual Try-on via Sparse Correspondence Alignment—0
StableGarment: Garment-Centric Generation via Stable Diffusion—0
Better Fit: Accommodate Variations in Clothing Types for Virtual Try-on—0
Time-Efficient and Identity-Consistent Virtual Try-On Using A Variant of Altered Diffusion Models—0
Improving Diffusion Models for Authentic Virtual Try-on in the WildCode7
OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-onCode9
PFDM: Parser-Free Virtual Try-on via Diffusion Model—0
Mobile Fitting Room: On-device Virtual Try-on via Diffusion Models—0
DressCode: Autoregressively Sewing and Generating Garments from Text Guidance—0
A Novel Garment Transfer Method Supervised by Distilled Knowledge of Virtual Try-on Model—0
Product-Level Try-on: Characteristics-preserving Try-on with Realistic Clothes Shading and Wrinkles—0
3D Landmark Detection on Human Point Clouds: A Benchmark and A Dual Cascade Point Transformer Framework—0
Dress-Me-Up: A Dataset & Method for Self-Supervised 3D Garment Retargeting—0
Significance of Anatomical Constraints in Virtual Try-On—0
Towards Squeezing-Averse Virtual Try-On via Sequential DeformationCode1
A Two-stage Personalized Virtual Try-on Framework with Shape Control and Texture Guidance—0
Disentangled Clothed Avatar Generation from Text Descriptions—0
PICTURE: PhotorealistIC virtual Try-on from UnconstRained dEsigns—0
WarpDiffusion: Efficient Diffusion Model for High-Fidelity Virtual Try-on—0
ViscoNet: Bridging and Harmonizing Visual and Textual Conditioning for ControlNetCode1
RetriBooru: Leakage-Free Retrieval of Conditions from Reference Images for Subject-Driven Generation—0
StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-OnCode3
Automated Material Properties Extraction For Enhanced Beauty Product Discovery and Makeup Virtual Try-on—0
CAT-DM: Controllable Accelerated Virtual Try-on with Diffusion ModelCode1
DI-Net : Decomposed Implicit Garment Transfer Network for Digital Clothed 3D Human—0
Street TryOn: Learning In-the-Wild Virtual Try-On from Unpaired Person ImagesCode1
Semantic-Preserved Point-based Human AvatarCode0
Image-Based Virtual Try-On: A SurveyCode1
GC-VTON: Predicting Globally Consistent and Occlusion Aware Local Flows with Neighborhood Integrity Preservation for Virtual Try-on—0
Towards Garment Sewing Pattern Reconstruction from a Single ImageCode2
Virtual Accessory Try-On via Keypoint Hallucination—0
DeepIron: Predicting Unwarped Garment Texture from a Single Image—0
Single Stage Warped Cloth Learning and Semantic-Contextual Attention Feature Fusion for Virtual TryOn—0
VTON-IT: Virtual Try-On using Image TranslationCode1
Text-Guided Generation and Editing of Compositional 3D Avatars—0
NSF: Neural Surface Fields for Human Modeling from Monocular Depth—0
FaceChain: A Playground for Human-centric Artificial Intelligence Generated ContentCode0
DM-VTON: Distilled Mobile Real-time Virtual Try-OnCode1
Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance FlowCode2
Cloth2Tex: A Customized Cloth Texture Generation Pipeline for 3D Virtual Try-On—0
AnyDoor: Zero-shot Object-level Image CustomizationCode4
ClothFit: Cloth-Human-Attribute Guided Virtual Try-On Network Using 3D Simulated Dataset—0
TryOnDiffusion: A Tale of Two UNetsCode2
4DHumanOutfit: a multi-subject 4D dataset of human motion sequences in varying outfits exhibiting large displacements—0
Human Body Shape Classification Based on a Single Image—0
Prompt-Free Diffusion: Taking "Text" out of Text-to-Image Diffusion ModelsCode2
LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-OnCode2
Interactive Fashion Content Generation Using LLMs and Latent Diffusion Models—0
FashionTex: Controllable Virtual Try-on with Text and TextureCode1
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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