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	Score
BooW-VTON: Boosting In-the-Wild Virtual Try-On via Mask-Free Pseudo Data Training	Aug 12, 2024	Data AugmentationVirtual Try-on	CodeCode Available	2	5
TryOn-Adapter: Efficient Fine-Grained Clothing Identity Adaptation for High-Fidelity Virtual Try-On	Apr 1, 2024	Virtual Try-on	CodeCode Available	2	5
VITON-HD: High-Resolution Virtual Try-On via Misalignment-Aware Normalization	Mar 31, 2021	Virtual Try-onVocal Bursts Intensity Prediction	CodeCode Available	2	5
Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance Flow	Aug 11, 2023	DenoisingImage Generation	CodeCode Available	2	5
Texture-Preserving Diffusion Models for High-Fidelity Virtual Try-On	Apr 1, 2024	DenoisingImage Generation	CodeCode Available	2	5
LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-On	May 22, 2023	Virtual Try-on	CodeCode Available	2	5
Towards Garment Sewing Pattern Reconstruction from a Single Image	Nov 7, 2023	Garment ReconstructionTexture Synthesis	CodeCode Available	2	5
TryOffDiff: Virtual-Try-Off via High-Fidelity Garment Reconstruction using Diffusion Models	Nov 27, 2024	Garment ReconstructionImage Generation	CodeCode Available	2	5
Concat-ID: Towards Universal Identity-Preserving Video Synthesis	Mar 18, 2025	Human-Domain Subject-to-VideoVideo Generation	CodeCode Available	2	5
CAT-DM: Controllable Accelerated Virtual Try-on with Diffusion Model	Nov 30, 2023	DenoisingImage Generation	CodeCode Available	1	5
Image Based Virtual Try-On Network From Unpaired Data	Jun 1, 2020	Virtual Try-on	CodeCode Available	1	5
Image-Based Virtual Try-On: A Survey	Nov 8, 2023	Image GenerationSurvey	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
Improving Virtual Try-On with Garment-focused Diffusion Models	Sep 12, 2024	Image GenerationVirtual Try-on	CodeCode Available	1	5
Cross Attention Based Style Distribution for Controllable Person Image Synthesis	Aug 1, 2022	Image GenerationPose Transfer	CodeCode Available	1	5
M3D-VTON: A Monocular-to-3D Virtual Try-On Network	Aug 11, 2021	Virtual Try-on	CodeCode Available	1	5
CP-VTON+: Clothing Shape and Texture Preserving Image-Based Virtual Try-On	Jun 10, 2020	Virtual Try-on	CodeCode Available	1	5
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	5
Controllable Visual-Tactile Synthesis	May 4, 2023	Virtual Try-on	CodeCode Available	1	5
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human Pose	Nov 24, 2021	3D Human Pose Estimation3D Human Shape Estimation	CodeCode Available	1	5
FashionTex: Controllable Virtual Try-on with Text and Texture	May 8, 2023	Virtual Try-on	CodeCode Available	1	5
FICE: Text-Conditioned Fashion Image Editing With Guided GAN Inversion	Jan 5, 2023	AttributeVirtual 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
Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit Editing	Apr 14, 2021	Fashion SynthesisImage Generation	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

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