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 101–125 of 276 papers

Title	Date	Tasks	Status	Score
Towards Hard-pose Virtual Try-on via 3D-aware Global Correspondence Learning	Nov 25, 2022	Virtual Try-on	CodeCode Available	5
VITON: An Image-based Virtual Try-on Network	Nov 22, 2017	DescriptiveVirtual Try-on	CodeCode Available	5
FashionMirror: Co-Attention Feature-Remapping Virtual Try-On With Sequential Template Poses	Jan 1, 2021	SegmentationSemantic Segmentation	CodeCode Available	5
Semantic-Preserved Point-based Human Avatar	Nov 20, 2023	DecoderVirtual Try-on	CodeCode Available	5
FaceChain: A Playground for Human-centric Artificial Intelligence Generated Content	Aug 28, 2023	AttributePersonalized Image Generation	CodeCode Available	5
Poly-GAN: Multi-Conditioned GAN for Fashion Synthesis	Sep 5, 2019	DecoderFashion Synthesis	CodeCode Available	5
Progressive Limb-Aware Virtual Try-On	Mar 16, 2025	AttributeHuman Parsing	CodeCode Available	5
Real-time deep hair matting on mobile devices	Dec 19, 2017	Image MattingSegmentation	CodeCode Available	5
Limb-Aware Virtual Try-On Network with Progressive Clothing Warping	Mar 18, 2025	Virtual Try-on	CodeCode Available	5
Learning-Based Animation of Clothing for Virtual Try-On	Mar 17, 2019	Virtual Try-on	CodeCode Available	5
ClothFlow: A Flow-Based Model for Clothed Person Generation	Oct 1, 2019	Image GenerationVirtual Try-on	CodeCode Available	5
Down to the Last Detail: Virtual Try-on with Detail Carving	Dec 13, 2019	Virtual Try-on	CodeCode Available	5
SiCo: An Interactive Size-Controllable Virtual Try-On Approach for Informed Decision-Making	Aug 5, 2024	Decision MakingVirtual Try-on	CodeCode Available	5
Disentangled Makeup Transfer with Generative Adversarial Network	Jul 2, 2019	DecoderFacial Makeup Transfer	CodeCode Available	5
Disentangled Clothed Avatar Generation from Text Descriptions	Dec 8, 2023	Virtual Try-on	—Unverified	0
Im2Fit: Fast 3D Model Fitting and Anthropometrics using Single Consumer Depth Camera and Synthetic Data	Oct 3, 2014	Virtual Try-on	—Unverified	0
DI-Net : Decomposed Implicit Garment Transfer Network for Digital Clothed 3D Human	Nov 28, 2023	Virtual Try-on	—Unverified	0
Human Image Generation: A Comprehensive Survey	Dec 17, 2022	Data AugmentationImage Generation	—Unverified	0
DiffusionTrend: A Minimalist Approach to Virtual Fashion Try-On	Dec 19, 2024	DenoisingImage Generation	—Unverified	0
HumanDiffusion: a Coarse-to-Fine Alignment Diffusion Framework for Controllable Text-Driven Person Image Generation	Nov 11, 2022	Image GenerationRetrieval	—Unverified	0
HumanCoser: Layered 3D Human Generation via Semantic-Aware Diffusion Model	Aug 21, 2024	Human AnimationVirtual Try-on	—Unverified	0
DiCTI: Diffusion-based Clothing Designer via Text-guided Input	Jul 4, 2024	Image GenerationVirtual Try-on	—Unverified	0
A Novel Garment Transfer Method Supervised by Distilled Knowledge of Virtual Try-on Model	Jan 23, 2024	DisentanglementKnowledge Distillation	—Unverified	0
Human Body Shape Classification Based on a Single Image	May 29, 2023	BenchmarkingClassification	—Unverified	0
DH-VTON: Deep Text-Driven Virtual Try-On via Hybrid Attention Learning	Oct 16, 2024	Depth EstimationVirtual Try-on	—Unverified	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