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
Image-Based Virtual Try-On: A SurveyCode1
VTON-IT: Virtual Try-On using Image TranslationCode1
DM-VTON: Distilled Mobile Real-time Virtual Try-OnCode1
FashionTex: Controllable Virtual Try-on with Text and TextureCode1
Controllable Visual-Tactile SynthesisCode1
DreamPaint: Few-Shot Inpainting of E-Commerce Items for Virtual Try-On without 3D ModelingCode1
PG-VTON: A Novel Image-Based Virtual Try-On Method via Progressive Inference ParadigmCode1
Learning Garment DensePose for Robust Warping in Virtual Try-OnCode1
FICE: Text-Conditioned Fashion Image Editing With Guided GAN InversionCode1
OccluMix: Towards De-Occlusion Virtual Try-on by Semantically-Guided MixupCode1
Size Does Matter: Size-aware Virtual Try-on via Clothing-oriented Transformation Try-on NetworkCode1
Virtual Try-On with Pose-Garment Keypoints Guided InpaintingCode1
C-VTON: Context-Driven Image-Based Virtual Try-On NetworkCode1
Fill in Fabrics: Body-Aware Self-Supervised Inpainting for Image-Based Virtual Try-OnCode1
Cross Attention Based Style Distribution for Controllable Person Image SynthesisCode1
Single Stage Virtual Try-on via Deformable Attention FlowsCode1
ClothFormer:Taming Video Virtual Try-on in All ModuleCode1
RMGN: A Regional Mask Guided Network for Parser-free Virtual Try-onCode1
NeuralTailor: Reconstructing Sewing Pattern Structures from 3D Point Clouds of GarmentsCode1
Weakly Supervised High-Fidelity Clothing Model GenerationCode1
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human PoseCode1
Towards Scalable Unpaired Virtual Try-On via Patch-Routed Spatially-Adaptive GANCode1
M3D-VTON: A Monocular-to-3D Virtual Try-On NetworkCode1
Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-OnCode1
Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit EditingCode1
Cloth Interactive Transformer for Virtual Try-OnCode1
Lipstick ain't enough: Beyond Color Matching for In-the-Wild Makeup TransferCode1
Disentangled Cycle Consistency for Highly-realistic Virtual Try-OnCode1
Parser-Free Virtual Try-on via Distilling Appearance FlowsCode1
ShineOn: Illuminating Design Choices for Practical Video-based Virtual Clothing Try-onCode1
CP-VTON+: Clothing Shape and Texture Preserving Image-Based Virtual Try-OnCode1
Towards Photo-Realistic Virtual Try-On by Adaptively Generating-Preserving Image ContentCode1
Image Based Virtual Try-On Network From Unpaired DataCode1
Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single ImagesCode1
Towards Photo-Realistic Virtual Try-On by Adaptively GeneratingPreserving Image ContentCode1
Learning to Transfer Texture from Clothing Images to 3D HumansCode1
SieveNet: A Unified Framework for Robust Image-Based Virtual Try-OnCode1
TightCap: 3D Human Shape Capture with Clothing Tightness FieldCode1
TalkFashion: Intelligent Virtual Try-On Assistant Based on Multimodal Large Language Model—0
Video Virtual Try-on with Conditional Diffusion Transformer Inpainter—0
VITON-DRR: Details Retention Virtual Try-on via Non-rigid RegistrationCode0
HF-VTON: High-Fidelity Virtual Try-On via Consistent Geometric and Semantic Alignment—0
Pursuing Temporal-Consistent Video Virtual Try-On via Dynamic Pose Interaction—0
FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model—0
Insert Anything: Image Insertion via In-Context Editing in DiT—0
Fashion-RAG: Multimodal Fashion Image Editing via Retrieval-Augmented Generation—0
From Keypoints to Realism: A Realistic and Accurate Virtual Try-on Network from 2D Images—0
ITA-MDT: Image-Timestep-Adaptive Masked Diffusion Transformer Framework for Image-Based Virtual Try-On—0
Exploring Disentangled and Controllable Human Image Synthesis: From End-to-End to Stage-by-Stage—0
Shining Yourself: High-Fidelity Ornaments Virtual Try-on with Diffusion Model—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