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 76–100 of 276 papers

Title	Date	Tasks	Status	Hype	Score
CustAny: Customizing Anything from A Single Example	Jun 17, 2024	ObjectVirtual Try-on	CodeCode Available	1	5
DreamPaint: Few-Shot Inpainting of E-Commerce Items for Virtual Try-On without 3D Modeling	May 2, 2023	Virtual Try-on	CodeCode Available	1	5
Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed Individuals	May 27, 2025	Virtual Try-OffVirtual Try-on	CodeCode Available	1	5
HiLo: Detailed and Robust 3D Clothed Human Reconstruction with High-and Low-Frequency Information of Parametric Models	Apr 7, 2024	3D geometryVirtual Try-on	CodeCode Available	1	5
Virtual Try-On with Pose-Garment Keypoints Guided Inpainting	Jan 1, 2023	Virtual Try-on	CodeCode Available	1	5
ViscoNet: Bridging and Harmonizing Visual and Textual Conditioning for ControlNet	Dec 5, 2023	Image GenerationPerson Re-Identification	CodeCode Available	1	5
Lipstick ain't enough: Beyond Color Matching for In-the-Wild Makeup Transfer	Apr 5, 2021	Color ManipulationFacial Makeup Transfer	CodeCode Available	1	5
DM-VTON: Distilled Mobile Real-time Virtual Try-On	Aug 26, 2023	GPUHuman Parsing	CodeCode Available	1	5
Disentangled Cycle Consistency for Highly-realistic Virtual Try-On	Mar 17, 2021	Virtual Try-on	CodeCode Available	1	5
Learning Garment DensePose for Robust Warping in Virtual Try-On	Mar 30, 2023	Virtual Try-on	CodeCode Available	1	5
NeuralTailor: Reconstructing Sewing Pattern Structures from 3D Point Clouds of Garments	Jan 31, 2022	3D Shape Recognition3D Shape Reconstruction	CodeCode Available	1	5
VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors Embedding	Aug 22, 2024	DisentanglementVirtual Try-on	CodeCode Available	1	5
Parser-Free Virtual Try-on via Distilling Appearance Flows	Mar 8, 2021	Human ParsingKnowledge Distillation	CodeCode Available	1	5
Towards Hard-pose Virtual Try-on via 3D-aware Global Correspondence Learning	Nov 25, 2022	Virtual Try-on	CodeCode Available	0	5
Toward Characteristic-Preserving Image-based Virtual Try-On Network	Jul 20, 2018	Geometric MatchingVirtual Try-on	CodeCode Available	0	5
Detailed, accurate, human shape estimation from clothed 3D scan sequences	Mar 13, 2017	Pose EstimationVirtual Try-on	CodeCode Available	0	5
A Neural Anthropometer Learning from Body Dimensions Computed on Human 3D Meshes	Oct 6, 2021	Virtual Try-on	CodeCode Available	0	5
SwapNet: Garment Transfer in Single View Images	Sep 1, 2018	Virtual Try-on	CodeCode Available	0	5
TED-VITON: Transformer-Empowered Diffusion Models for Virtual Try-On	Nov 26, 2024	Large Language ModelText Generation	CodeCode Available	0	5
Real-time deep hair matting on mobile devices	Dec 19, 2017	Image MattingSegmentation	CodeCode Available	0	5
FashionMirror: Co-Attention Feature-Remapping Virtual Try-On With Sequential Template Poses	Jan 1, 2021	SegmentationSemantic Segmentation	CodeCode Available	0	5
Poly-GAN: Multi-Conditioned GAN for Fashion Synthesis	Sep 5, 2019	DecoderFashion Synthesis	CodeCode Available	0	5
Progressive Limb-Aware Virtual Try-On	Mar 16, 2025	AttributeHuman Parsing	CodeCode Available	0	5
FaceChain: A Playground for Human-centric Artificial Intelligence Generated Content	Aug 28, 2023	AttributePersonalized Image Generation	CodeCode Available	0	5
Limb-Aware Virtual Try-On Network with Progressive Clothing Warping	Mar 18, 2025	Virtual Try-on	CodeCode Available	0	5

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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