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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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 201–210 of 276 papers

Title	Date	Tasks	Status	Hype
Robust 3D Garment Digitization from Monocular 2D Images for 3D Virtual Try-On Systems	Nov 30, 2021	Virtual Try-on	—Unverified	0
Arbitrary Virtual Try-On Network: Characteristics Preservation and Trade-off between Body and Clothing	Nov 24, 2021	Geometric MatchingVirtual Try-on	—Unverified	0
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human Pose	Nov 24, 2021	3D Human Pose Estimation3D Human Shape Estimation	CodeCode Available	1
PT-VTON: an Image-Based Virtual Try-On Network with Progressive Pose Attention Transfer	Nov 23, 2021	Pose TransferVirtual Try-on	—Unverified	0
Towards Scalable Unpaired Virtual Try-On via Patch-Routed Spatially-Adaptive GAN	Nov 20, 2021	DisentanglementImage Generation	CodeCode Available	1
Data Augmentation using Random Image Cropping for High-resolution Virtual Try-On (VITON-CROP)	Nov 16, 2021	Data AugmentationImage Cropping	—Unverified	0
A Neural Anthropometer Learning from Body Dimensions Computed on Human 3D Meshes	Oct 6, 2021	Virtual Try-on	CodeCode Available	0
ZFlow: Gated Appearance Flow-based Virtual Try-on with 3D Priors	Sep 14, 2021	SSIMVirtual Try-on	—Unverified	0
Per Garment Capture and Synthesis for Real-time Virtual Try-on	Sep 10, 2021	Image GenerationImage-to-Image Translation	—Unverified	0
ARShoe: Real-Time Augmented Reality Shoe Try-on System on Smartphones	Aug 24, 2021	Pose EstimationVirtual Try-on	—Unverified	0

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All datasets VITON VITON-HD Deep-Fashion MPV Dress Code FashionIQ Microsoft COCO dataset StreetTryOn UBC Fashion Videos

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	C-VTON	FID	19.54	—	Unverified
2	PSAD	FID	13.71	—	Unverified
3	RT-VTON	FID	11.66	—	Unverified
4	SDAFN	FID	10.97	—	Unverified
5	PF-AFN	FID	10.09	—	Unverified
6	Flow-Style-VTON	FID	8.89	—	Unverified
7	CloTH-VTON+	SSIM	0.89	—	Unverified
8	ACGPN	SSIM	0.85	—	Unverified
9	ClothFlow	SSIM	0.84	—	Unverified
10	CP-VTON+	SSIM	0.82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VITON-HD	FID	11.74	—	Unverified
2	HR-VITON	FID	10.91	—	Unverified
3	StableVITON	FID	8.23	—	Unverified
4	IDM-VTON	FID	6.29	—	Unverified
5	FItDiT	FID	4.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MG-VTON	IS	3.03	—	Unverified
2	Poly-GAN	IS	2.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DGP	FID	48.4	—	Unverified
2	PF-AFN	FID	6.43	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Leffa	FID	2.06	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	mm	10 fold Cross validation	66	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VTON-IT	SSIM	0.93	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Street TryOn	FID	33.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Fashion-VDM	FVD	172	—	Unverified