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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 171–180 of 276 papers

Title	Date	Tasks	Status	Hype
C-VTON: Context-Driven Image-Based Virtual Try-On Network	Dec 8, 2022	Geometric MatchingVirtual Try-on	CodeCode Available	1
Wearing the Same Outfit in Different Ways -- A Controllable Virtual Try-on Method	Nov 29, 2022	Virtual Try-on	—Unverified	0
Towards Hard-pose Virtual Try-on via 3D-aware Global Correspondence Learning	Nov 25, 2022	Virtual Try-on	CodeCode Available	0
Single Stage Multi-Pose Virtual Try-On	Nov 19, 2022	Image GenerationPose Transfer	—Unverified	0
HumanDiffusion: a Coarse-to-Fine Alignment Diffusion Framework for Controllable Text-Driven Person Image Generation	Nov 11, 2022	Image GenerationRetrieval	—Unverified	0
SizeGAN: Improving Size Representation in Clothing Catalogs	Nov 5, 2022	DiversityGenerative Adversarial Network	—Unverified	0
Realistic, Animatable Human Reconstructions for Virtual Fit-On	Oct 16, 2022	Virtual Try-on	—Unverified	0
Capturing and Animation of Body and Clothing from Monocular Video	Oct 4, 2022	Virtual Try-on	CodeCode Available	2
Fill in Fabrics: Body-Aware Self-Supervised Inpainting for Image-Based Virtual Try-On	Oct 3, 2022	Generative Adversarial NetworkVirtual Try-on	CodeCode Available	1
Significance of Skeleton-based Features in Virtual Try-On	Aug 17, 2022	Virtual 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