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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 261–270 of 276 papers

Title	Date	Tasks	Status	Hype
End-to-End Learning of Geometric Deformations of Feature Maps for Virtual Try-On	Jun 4, 2019	Virtual Try-on	—Unverified	0
Body Shape Privacy in Images: Understanding Privacy and Preventing Automatic Shape Extraction	May 27, 2019	Recommendation SystemsVirtual Try-on	—Unverified	0
TightCap: 3D Human Shape Capture with Clothing Tightness Field	Apr 4, 2019	Virtual Try-on	CodeCode Available	1
Learning-Based Animation of Clothing for Virtual Try-On	Mar 17, 2019	Virtual Try-on	CodeCode Available	0
Towards Multi-pose Guided Virtual Try-on Network	Feb 28, 2019	Fashion SynthesisGenerative Adversarial Network	—Unverified	0
GarNet: A Two-Stream Network for Fast and Accurate 3D Cloth Draping	Nov 27, 2018	Virtual Try-on	—Unverified	0
M2E-Try On Net: Fashion from Model to Everyone	Nov 21, 2018	Virtual Try-on	—Unverified	0
SwapNet: Garment Transfer in Single View Images	Sep 1, 2018	Virtual Try-on	CodeCode Available	0
Toward Characteristic-Preserving Image-based Virtual Try-On Network	Jul 20, 2018	Geometric MatchingVirtual Try-on	CodeCode Available	0
Video Based Reconstruction of 3D People Models	Mar 13, 2018	3D ReconstructionSurface Reconstruction	CodeCode Available	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