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 26–50 of 276 papers

Title	Date	Tasks	Status	Hype
TryOnDiffusion: A Tale of Two UNets	Jun 14, 2023	Virtual Try-on	CodeCode Available	2
Prompt-Free Diffusion: Taking "Text" out of Text-to-Image Diffusion Models	May 25, 2023	Conditional Text-to-Image SynthesisImage Generation	CodeCode Available	2
LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-On	May 22, 2023	Virtual Try-on	CodeCode Available	2
GP-VTON: Towards General Purpose Virtual Try-on via Collaborative Local-Flow Global-Parsing Learning	Mar 24, 2023	Virtual Try-on	CodeCode Available	2
Capturing and Animation of Body and Clothing from Monocular Video	Oct 4, 2022	Virtual Try-on	CodeCode Available	2
High-Resolution Virtual Try-On with Misalignment and Occlusion-Handled Conditions	Jun 28, 2022	SegmentationVirtual Try-on	CodeCode Available	2
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
VITON-HD: High-Resolution Virtual Try-On via Misalignment-Aware Normalization	Mar 31, 2021	Virtual Try-onVocal Bursts Intensity Prediction	CodeCode Available	2
Real-Time Per-Garment Virtual Try-On with Temporal Consistency for Loose-Fitting Garments	Jun 14, 2025	Dataset GenerationVirtual Try-on	CodeCode Available	1
Low-Barrier Dataset Collection with Real Human Body for Interactive Per-Garment Virtual Try-On	Jun 12, 2025	Virtual Try-on	CodeCode Available	1
Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed Individuals	May 27, 2025	Virtual Try-OffVirtual Try-on	CodeCode Available	1
VTBench: Comprehensive Benchmark Suite Towards Real-World Virtual Try-on Models	May 26, 2025	Occlusion HandlingVirtual Try-on	CodeCode Available	1
Incorporating Visual Correspondence into Diffusion Model for Virtual Try-On	May 22, 2025	Image GenerationVirtual Try-on	CodeCode Available	1
Shape-Guided Clothing Warping for Virtual Try-On	Apr 21, 2025	Virtual Try-on	CodeCode Available	1
Single View Garment Reconstruction Using Diffusion Mapping Via Pattern Coordinates	Apr 11, 2025	3D geometryGarment Reconstruction	CodeCode Available	1
Improving Virtual Try-On with Garment-focused Diffusion Models	Sep 12, 2024	Image GenerationVirtual Try-on	CodeCode Available	1
VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors Embedding	Aug 22, 2024	DisentanglementVirtual Try-on	CodeCode Available	1
D^4-VTON: Dynamic Semantics Disentangling for Differential Diffusion based Virtual Try-On	Jul 21, 2024	DenoisingVirtual Try-on	CodeCode Available	1
CustAny: Customizing Anything from A Single Example	Jun 17, 2024	ObjectVirtual Try-on	CodeCode Available	1
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
Towards Squeezing-Averse Virtual Try-On via Sequential Deformation	Dec 26, 2023	Virtual Try-on	CodeCode Available	1
ViscoNet: Bridging and Harmonizing Visual and Textual Conditioning for ControlNet	Dec 5, 2023	Image GenerationPerson Re-Identification	CodeCode Available	1
CAT-DM: Controllable Accelerated Virtual Try-on with Diffusion Model	Nov 30, 2023	DenoisingImage Generation	CodeCode Available	1
Street TryOn: Learning In-the-Wild Virtual Try-On from Unpaired Person Images	Nov 27, 2023	Image GenerationSemantic Segmentation	CodeCode Available	1

Show:10 25 50

← PrevPage 2 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