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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	Score
A generic method of wearable items virtual try-on	Mar 24, 2020	Virtual Try-on	—Unverified	0	0
ALiSNet: Accurate and Lightweight Human Segmentation Network for Fashion E-Commerce	Apr 15, 2023	SegmentationVirtual Try-on	—Unverified	0	0
An Efficient Style Virtual Try on Network for Clothing Business Industry	May 27, 2021	BlockingHuman Parsing	—Unverified	0	0
A Novel Garment Transfer Method Supervised by Distilled Knowledge of Virtual Try-on Model	Jan 23, 2024	DisentanglementKnowledge Distillation	—Unverified	0	0
Any2AnyTryon: Leveraging Adaptive Position Embeddings for Versatile Virtual Clothing Tasks	Jan 27, 2025	PositionVirtual Try-on	—Unverified	0	0
AnyFit: Controllable Virtual Try-on for Any Combination of Attire Across Any Scenario	May 28, 2024	Virtual Try-on	—Unverified	0	0
Arbitrary Virtual Try-On Network: Characteristics Preservation and Trade-off between Body and Clothing	Nov 24, 2021	Geometric MatchingVirtual Try-on	—Unverified	0	0
ARShoe: Real-Time Augmented Reality Shoe Try-on System on Smartphones	Aug 24, 2021	Pose EstimationVirtual Try-on	—Unverified	0	0
A Simple Strategy for Body Estimation from Partial-View Images	Apr 14, 2024	PositionVirtual Try-on	—Unverified	0	0
A Two-stage Personalized Virtual Try-on Framework with Shape Control and Texture Guidance	Dec 24, 2023	Virtual Try-on	—Unverified	0	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