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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 91–100 of 276 papers

Title	Date	Tasks	Status	Hype	Score
Toward Characteristic-Preserving Image-based Virtual Try-On Network	Jul 20, 2018	Geometric MatchingVirtual Try-on	CodeCode Available	0	5
Towards Hard-pose Virtual Try-on via 3D-aware Global Correspondence Learning	Nov 25, 2022	Virtual Try-on	CodeCode Available	0	5
SwapNet: Garment Transfer in Single View Images	Sep 1, 2018	Virtual Try-on	CodeCode Available	0	5
TED-VITON: Transformer-Empowered Diffusion Models for Virtual Try-On	Nov 26, 2024	Large Language ModelText Generation	CodeCode Available	0	5
Real-time deep hair matting on mobile devices	Dec 19, 2017	Image MattingSegmentation	CodeCode Available	0	5
FashionMirror: Co-Attention Feature-Remapping Virtual Try-On With Sequential Template Poses	Jan 1, 2021	SegmentationSemantic Segmentation	CodeCode Available	0	5
Progressive Limb-Aware Virtual Try-On	Mar 16, 2025	AttributeHuman Parsing	CodeCode Available	0	5
Poly-GAN: Multi-Conditioned GAN for Fashion Synthesis	Sep 5, 2019	DecoderFashion Synthesis	CodeCode Available	0	5
Limb-Aware Virtual Try-On Network with Progressive Clothing Warping	Mar 18, 2025	Virtual Try-on	CodeCode Available	0	5
Semantic-Preserved Point-based Human Avatar	Nov 20, 2023	DecoderVirtual Try-on	CodeCode Available	0	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