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 176–200 of 276 papers

Title	Date	Tasks	Status	Hype
SizeGAN: Improving Size Representation in Clothing Catalogs	Nov 5, 2022	DiversityGenerative Adversarial Network	—Unverified	0
Realistic, Animatable Human Reconstructions for Virtual Fit-On	Oct 16, 2022	Virtual Try-on	—Unverified	0
Capturing and Animation of Body and Clothing from Monocular Video	Oct 4, 2022	Virtual Try-on	CodeCode Available	2
Fill in Fabrics: Body-Aware Self-Supervised Inpainting for Image-Based Virtual Try-On	Oct 3, 2022	Generative Adversarial NetworkVirtual Try-on	CodeCode Available	1
Significance of Skeleton-based Features in Virtual Try-On	Aug 17, 2022	Virtual Try-on	—Unverified	0
Cross Attention Based Style Distribution for Controllable Person Image Synthesis	Aug 1, 2022	Image GenerationPose Transfer	CodeCode Available	1
PASTA-GAN++: A Versatile Framework for High-Resolution Unpaired Virtual Try-on	Jul 27, 2022	DisentanglementImage Generation	—Unverified	0
Single Stage Virtual Try-on via Deformable Attention Flows	Jul 19, 2022	Image AnimationVirtual Try-on	CodeCode Available	1
Spatial Transformation for Image Composition via Correspondence Learning	Jul 6, 2022	Virtual Try-on	—Unverified	0
High-Resolution Virtual Try-On with Misalignment and Occlusion-Handled Conditions	Jun 28, 2022	SegmentationVirtual Try-on	CodeCode Available	2
FitGAN: Fit- and Shape-Realistic Generative Adversarial Networks for Fashion	Jun 23, 2022	ArticlesVirtual Try-on	—Unverified	0
0/1 Deep Neural Networks via Block Coordinate Descent	Jun 19, 2022	10-shot image generation	—Unverified	0
Estimation of 3D Body Shape and Clothing Measurements from Frontal- and Side-view Images	May 28, 2022	Virtual Try-on	—Unverified	0
Real-time Virtual-Try-On from a Single Example Image through Deep Inverse Graphics and Learned Differentiable Renderers	May 12, 2022	Neural RenderingSelf-Supervised Learning	—Unverified	0
WG-VITON: Wearing-Guide Virtual Try-On for Top and Bottom Clothes	May 10, 2022	Virtual Try-on	—Unverified	0
ClothFormer:Taming Video Virtual Try-on in All Module	Apr 26, 2022	AllOptical Flow Estimation	CodeCode Available	1
RMGN: A Regional Mask Guided Network for Parser-free Virtual Try-on	Apr 24, 2022	Virtual Try-on	CodeCode Available	1
Dress Code: High-Resolution Multi-Category Virtual Try-On	Apr 18, 2022	Virtual Try-onVocal Bursts Intensity Prediction	CodeCode Available	2
Style-Based Global Appearance Flow for Virtual Try-On	Apr 3, 2022	Virtual Try-on	CodeCode Available	2
Dressing in the Wild by Watching Dance Videos	Mar 29, 2022	Image GenerationVirtual Try-on	—Unverified	0
NeuralTailor: Reconstructing Sewing Pattern Structures from 3D Point Clouds of Garments	Jan 31, 2022	3D Shape Recognition3D Shape Reconstruction	CodeCode Available	1
Probing TryOnGAN	Jan 5, 2022	Image GenerationStyle Transfer	—Unverified	0
ClothFormer: Taming Video Virtual Try-On in All Module	Jan 1, 2022	AllOptical Flow Estimation	—Unverified	0
Full-Range Virtual Try-On With Recurrent Tri-Level Transform	Jan 1, 2022	Virtual Try-on	—Unverified	0
Weakly Supervised High-Fidelity Clothing Model Generation	Dec 14, 2021	modelVirtual Try-on	CodeCode Available	1

Show:10 25 50

← PrevPage 8 of 12Next →

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