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 1–25 of 276 papers

Title	Date	Tasks	Status	Hype	Score
OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-on	Mar 4, 2024	DenoisingImage Generation	CodeCode Available	9	5
M&M VTO: Multi-Garment Virtual Try-On and Editing	Jun 6, 2024	DenoisingSuper-Resolution	CodeCode Available	7	5
Improving Diffusion Models for Authentic Virtual Try-on in the Wild	Mar 8, 2024	Virtual Try-on	CodeCode Available	7	5
IMAGDressing-v1: Customizable Virtual Dressing	Jul 17, 2024	DenoisingImage Generation	CodeCode Available	5	5
CatVTON: Concatenation Is All You Need for Virtual Try-On with Diffusion Models	Jul 21, 2024	AllFashion Synthesis	CodeCode Available	5	5
Learning Flow Fields in Attention for Controllable Person Image Generation	Dec 11, 2024	AttributeImage Generation	CodeCode Available	5	5
AnyDoor: Zero-shot Object-level Image Customization	Jul 18, 2023	ObjectVirtual Try-on	CodeCode Available	4	5
ViViD: Video Virtual Try-on using Diffusion Models	May 20, 2024	Virtual Try-on	CodeCode Available	4	5
FitDiT: Advancing the Authentic Garment Details for High-fidelity Virtual Try-on	Nov 15, 2024	Virtual Try-on	CodeCode Available	4	5
PromptDresser: Improving the Quality and Controllability of Virtual Try-On via Generative Textual Prompt and Prompt-aware Mask	Dec 22, 2024	In-Context LearningVirtual Try-on	CodeCode Available	3	5
Multimodal-Conditioned Latent Diffusion Models for Fashion Image Editing	Mar 21, 2024	DenoisingVirtual Try-on	CodeCode Available	3	5
MV-VTON: Multi-View Virtual Try-On with Diffusion Models	Apr 26, 2024	Virtual Try-on	CodeCode Available	3	5
Composer: Creative and Controllable Image Synthesis with Composable Conditions	Feb 20, 2023	Image ColorizationImage Generation	CodeCode Available	3	5
StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-On	Dec 4, 2023	Semantic correspondenceVirtual Try-on	CodeCode Available	3	5
CatV2TON: Taming Diffusion Transformers for Vision-Based Virtual Try-On with Temporal Concatenation	Jan 20, 2025	Video GenerationVirtual Try-on	CodeCode Available	3	5
Dress Code: High-Resolution Multi-Category Virtual Try-On	Apr 18, 2022	Virtual Try-onVocal Bursts Intensity Prediction	CodeCode Available	2	5
LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-On	May 22, 2023	Virtual Try-on	CodeCode Available	2	5
Prompt-Free Diffusion: Taking "Text" out of Text-to-Image Diffusion Models	May 25, 2023	Conditional Text-to-Image SynthesisImage Generation	CodeCode Available	2	5
GaussianVTON: 3D Human Virtual Try-ON via Multi-Stage Gaussian Splatting Editing with Image Prompting	May 13, 2024	3D scene EditingVirtual Try-on	CodeCode Available	2	5
High-Resolution Virtual Try-On with Misalignment and Occlusion-Handled Conditions	Jun 28, 2022	SegmentationVirtual Try-on	CodeCode Available	2	5
Flux Already Knows -- Activating Subject-Driven Image Generation without Training	Apr 12, 2025	Image GenerationVirtual Try-on	CodeCode Available	2	5
GP-VTON: Towards General Purpose Virtual Try-on via Collaborative Local-Flow Global-Parsing Learning	Mar 24, 2023	Virtual Try-on	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
Capturing and Animation of Body and Clothing from Monocular Video	Oct 4, 2022	Virtual Try-on	CodeCode Available	2	5
Enhancing Person-to-Person Virtual Try-On with Multi-Garment Virtual Try-Off	Apr 17, 2025	Garment ReconstructionImage Generation	CodeCode Available	2	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