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 251–276 of 276 papers

Title	Date	Tasks	Status
Toward Accurate and Realistic Virtual Try-on Through Shape Matching and Multiple Warps	Mar 22, 2020	Image GenerationVirtual Try-on	—Unverified
GarmentGAN: Photo-realistic Adversarial Fashion Transfer	Mar 4, 2020	Virtual Try-on	—Unverified
Down to the Last Detail: Virtual Try-on with Detail Carving	Dec 13, 2019	Virtual Try-on	CodeCode Available
VITON-GAN: Virtual Try-on Image Generator Trained with Adversarial Loss	Nov 12, 2019	Generative Adversarial NetworkVirtual Try-on	CodeCode Available
FW-GAN: Flow-Navigated Warping GAN for Video Virtual Try-On	Oct 1, 2019	Generative Adversarial NetworkImage Generation	—Unverified
ClothFlow: A Flow-Based Model for Clothed Person Generation	Oct 1, 2019	Image GenerationVirtual Try-on	CodeCode Available
VTNFP: An Image-Based Virtual Try-On Network With Body and Clothing Feature Preservation	Oct 1, 2019	Image GenerationSegmentation	CodeCode Available
Human Synthesis and Scene Compositing	Sep 23, 2019	Image CompressionImage Generation	—Unverified
Poly-GAN: Multi-Conditioned GAN for Fashion Synthesis	Sep 5, 2019	DecoderFashion Synthesis	CodeCode Available
Disentangled Makeup Transfer with Generative Adversarial Network	Jul 2, 2019	DecoderFacial Makeup Transfer	CodeCode Available
Pose Guided Fashion Image Synthesis Using Deep Generative Model	Jun 17, 2019	DecoderImage Generation	—Unverified
End-to-End Learning of Geometric Deformations of Feature Maps for Virtual Try-On	Jun 4, 2019	Virtual Try-on	—Unverified
Body Shape Privacy in Images: Understanding Privacy and Preventing Automatic Shape Extraction	May 27, 2019	Recommendation SystemsVirtual Try-on	—Unverified
Learning-Based Animation of Clothing for Virtual Try-On	Mar 17, 2019	Virtual Try-on	CodeCode Available
Towards Multi-pose Guided Virtual Try-on Network	Feb 28, 2019	Fashion SynthesisGenerative Adversarial Network	—Unverified
GarNet: A Two-Stream Network for Fast and Accurate 3D Cloth Draping	Nov 27, 2018	Virtual Try-on	—Unverified
M2E-Try On Net: Fashion from Model to Everyone	Nov 21, 2018	Virtual Try-on	—Unverified
SwapNet: Garment Transfer in Single View Images	Sep 1, 2018	Virtual Try-on	CodeCode Available
Toward Characteristic-Preserving Image-based Virtual Try-On Network	Jul 20, 2018	Geometric MatchingVirtual Try-on	CodeCode Available
Video Based Reconstruction of 3D People Models	Mar 13, 2018	3D ReconstructionSurface Reconstruction	CodeCode Available
Real-time deep hair matting on mobile devices	Dec 19, 2017	Image MattingSegmentation	CodeCode Available
VITON: An Image-based Virtual Try-on Network	Nov 22, 2017	DescriptiveVirtual Try-on	CodeCode Available
Detailed, accurate, human shape estimation from clothed 3D scan sequences	Mar 13, 2017	Pose EstimationVirtual Try-on	CodeCode Available
Detailed Garment Recovery from a Single-View Image	Aug 3, 2016	parameter estimationSemantic Parsing	—Unverified
Im2Fit: Fast 3D Model Fitting and Anthropometrics using Single Consumer Depth Camera and Synthetic Data	Oct 3, 2014	Virtual Try-on	—Unverified
Model-based anthropometry: Predicting measurements from 3D human scans in multiple poses	Mar 26, 2014	3D Human Shape EstimationVirtual Try-on	—Unverified

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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