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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 41–50 of 276 papers

Title	Date	Tasks	Status	Hype	Score
Image-Based Virtual Try-On: A Survey	Nov 8, 2023	Image GenerationSurvey	CodeCode Available	1	5
M3D-VTON: A Monocular-to-3D Virtual Try-On Network	Aug 11, 2021	Virtual Try-on	CodeCode Available	1	5
FashionTex: Controllable Virtual Try-on with Text and Texture	May 8, 2023	Virtual Try-on	CodeCode Available	1	5
CP-VTON+: Clothing Shape and Texture Preserving Image-Based Virtual Try-On	Jun 10, 2020	Virtual Try-on	CodeCode Available	1	5
FICE: Text-Conditioned Fashion Image Editing With Guided GAN Inversion	Jan 5, 2023	AttributeVirtual Try-on	CodeCode Available	1	5
Controllable Visual-Tactile Synthesis	May 4, 2023	Virtual Try-on	CodeCode Available	1	5
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	5
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	5
Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit Editing	Apr 14, 2021	Fashion SynthesisImage Generation	CodeCode Available	1	5
DreamPaint: Few-Shot Inpainting of E-Commerce Items for Virtual Try-On without 3D Modeling	May 2, 2023	Virtual Try-on	CodeCode Available	1	5

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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