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 76–100 of 276 papers

TitleStatusHype
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