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 226–250 of 276 papers

Title	Date	Tasks	Status	Hype
Parser-Free Virtual Try-on via Distilling Appearance Flows	Mar 8, 2021	Human ParsingKnowledge Distillation	CodeCode Available	1
Style and Pose Control for Image Synthesis of Humans from a Single Monocular View	Feb 22, 2021	Appearance TransferImage Generation	—Unverified	0
CloTH-VTON+: Clothing Three-dimensional reconstruction for Hybrid image-based Virtual Try-ON	Feb 16, 2021	Pose EstimationVirtual Try-on	—Unverified	0
Template-Free Try-on Image Synthesis via Semantic-guided Optimization	Feb 6, 2021	Image GenerationVirtual Try-on	—Unverified	0
Structure-Transformed Texture-Enhanced Network for Person Image Synthesis	Jan 1, 2021	Image GenerationPose Transfer	—Unverified	0
FashionMirror: Co-Attention Feature-Remapping Virtual Try-On With Sequential Template Poses	Jan 1, 2021	SegmentationSemantic Segmentation	CodeCode Available	0
ShineOn: Illuminating Design Choices for Practical Video-based Virtual Clothing Try-on	Dec 18, 2020	Neural RenderingVirtual Try-on	CodeCode Available	1
CloTH-VTON: Clothing Three-dimensional reconstruction for Hybrid image-based Virtual Try-ON	Nov 30, 2020	Image GenerationVirtual Try-on	—Unverified	0
Fully Convolutional Graph Neural Networks for Parametric Virtual Try-On	Sep 9, 2020	Graph Neural NetworkVirtual Try-on	—Unverified	0
CA-GAN: Weakly Supervised Color Aware GAN for Controllable Makeup Transfer	Aug 24, 2020	AttributeImage Generation	—Unverified	0
Learning to Estimate the Body Shape Under Clothing from a Single 3D Scan	Aug 13, 2020	Virtual Try-on	—Unverified	0
GAN-based Garment Generation Using Sewing Pattern Images	Aug 1, 2020	Garment ReconstructionVirtual Try-on	—Unverified	0
Creating a Large-scale Synthetic Dataset for Human Activity Recognition	Jul 21, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0
Do Not Mask What You Do Not Need to Mask: a Parser-Free Virtual Try-On	Jul 3, 2020	Image GenerationVirtual Try-on	—Unverified	0
CP-VTON+: Clothing Shape and Texture Preserving Image-Based Virtual Try-On	Jun 10, 2020	Virtual Try-on	CodeCode Available	1
3D Reconstruction of Clothes using a Human Body Model and its Application to Image-based Virtual Try-On	Jun 10, 2020	3D ReconstructionVirtual Try-on	—Unverified	0
Image Based Virtual Try-On Network From Unpaired Data	Jun 1, 2020	Virtual Try-on	CodeCode Available	1
Towards Photo-Realistic Virtual Try-On by Adaptively Generating-Preserving Image Content	Jun 1, 2020	Layout GenerationSemantic Segmentation	CodeCode Available	1
LGVTON: A Landmark Guided Approach to Virtual Try-On	Apr 1, 2020	SSIMVirtual Try-on	—Unverified	0
Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single Images	Mar 28, 2020	Garment ReconstructionVirtual Try-on	CodeCode Available	1
A generic method of wearable items virtual try-on	Mar 24, 2020	Virtual Try-on	—Unverified	0
Toward Accurate and Realistic Virtual Try-on Through Shape Matching and Multiple Warps	Mar 22, 2020	Image GenerationVirtual Try-on	—Unverified	0
Towards Photo-Realistic Virtual Try-On by Adaptively GeneratingPreserving Image Content	Mar 12, 2020	Layout GenerationSemantic Segmentation	CodeCode Available	1
GarmentGAN: Photo-realistic Adversarial Fashion Transfer	Mar 4, 2020	Virtual Try-on	—Unverified	0
Learning to Transfer Texture from Clothing Images to 3D Humans	Mar 4, 2020	Image-to-Image TranslationTranslation	CodeCode Available	1

Show:10 25 50

← PrevPage 10 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