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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 191–200 of 276 papers

Title	Date	Tasks	Status	Hype	Score
Controllable Human Image Generation with Personalized Multi-Garments	Nov 25, 2024	DenoisingImage Generation	—Unverified	0	0
Creating a Large-scale Synthetic Dataset for Human Activity Recognition	Jul 21, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0	0
Cross-Cultural Fashion Design via Interactive Large Language Models and Diffusion Models	Jan 26, 2025	Virtual Try-on	—Unverified	0	0
CrossVTON: Mimicking the Logic Reasoning on Cross-category Virtual Try-on guided by Tri-zone Priors	Feb 20, 2025	Virtual Try-on	—Unverified	0	0
Data Augmentation using Random Image Cropping for High-resolution Virtual Try-On (VITON-CROP)	Nov 16, 2021	Data AugmentationImage Cropping	—Unverified	0	0
Deep Graphics Encoder for Real-Time Video Makeup Synthesis from Example	May 12, 2021	Virtual Try-on	—Unverified	0	0
DeepIron: Predicting Unwarped Garment Texture from a Single Image	Oct 24, 2023	Virtual Try-on	—Unverified	0	0
Detailed Garment Recovery from a Single-View Image	Aug 3, 2016	parameter estimationSemantic Parsing	—Unverified	0	0
DH-VTON: Deep Text-Driven Virtual Try-On via Hybrid Attention Learning	Oct 16, 2024	Depth EstimationVirtual Try-on	—Unverified	0	0
DiCTI: Diffusion-based Clothing Designer via Text-guided Input	Jul 4, 2024	Image GenerationVirtual 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