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 51–75 of 276 papers

Title	Date	Tasks	Status	Hype
Image-Based Virtual Try-On: A Survey	Nov 8, 2023	Image GenerationSurvey	CodeCode Available	1
VTON-IT: Virtual Try-On using Image Translation	Oct 6, 2023	Generative Adversarial NetworkSemantic Segmentation	CodeCode Available	1
DM-VTON: Distilled Mobile Real-time Virtual Try-On	Aug 26, 2023	GPUHuman Parsing	CodeCode Available	1
FashionTex: Controllable Virtual Try-on with Text and Texture	May 8, 2023	Virtual Try-on	CodeCode Available	1
Controllable Visual-Tactile Synthesis	May 4, 2023	Virtual Try-on	CodeCode Available	1
DreamPaint: Few-Shot Inpainting of E-Commerce Items for Virtual Try-On without 3D Modeling	May 2, 2023	Virtual Try-on	CodeCode Available	1
PG-VTON: A Novel Image-Based Virtual Try-On Method via Progressive Inference Paradigm	Apr 18, 2023	Virtual Try-on	CodeCode Available	1
Learning Garment DensePose for Robust Warping in Virtual Try-On	Mar 30, 2023	Virtual Try-on	CodeCode Available	1
FICE: Text-Conditioned Fashion Image Editing With Guided GAN Inversion	Jan 5, 2023	AttributeVirtual Try-on	CodeCode Available	1
OccluMix: Towards De-Occlusion Virtual Try-on by Semantically-Guided Mixup	Jan 3, 2023	Semantic ParsingVirtual Try-on	CodeCode Available	1
Size Does Matter: Size-aware Virtual Try-on via Clothing-oriented Transformation Try-on Network	Jan 1, 2023	Virtual Try-on	CodeCode Available	1
Virtual Try-On with Pose-Garment Keypoints Guided Inpainting	Jan 1, 2023	Virtual Try-on	CodeCode Available	1
C-VTON: Context-Driven Image-Based Virtual Try-On Network	Dec 8, 2022	Geometric MatchingVirtual Try-on	CodeCode Available	1
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
Cross Attention Based Style Distribution for Controllable Person Image Synthesis	Aug 1, 2022	Image GenerationPose Transfer	CodeCode Available	1
Single Stage Virtual Try-on via Deformable Attention Flows	Jul 19, 2022	Image AnimationVirtual Try-on	CodeCode Available	1
ClothFormer:Taming Video Virtual Try-on in All Module	Apr 26, 2022	AllOptical Flow Estimation	CodeCode Available	1
RMGN: A Regional Mask Guided Network for Parser-free Virtual Try-on	Apr 24, 2022	Virtual Try-on	CodeCode Available	1
NeuralTailor: Reconstructing Sewing Pattern Structures from 3D Point Clouds of Garments	Jan 31, 2022	3D Shape Recognition3D Shape Reconstruction	CodeCode Available	1
Weakly Supervised High-Fidelity Clothing Model Generation	Dec 14, 2021	modelVirtual Try-on	CodeCode Available	1
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
Towards Scalable Unpaired Virtual Try-On via Patch-Routed Spatially-Adaptive GAN	Nov 20, 2021	DisentanglementImage Generation	CodeCode Available	1
M3D-VTON: A Monocular-to-3D Virtual Try-On Network	Aug 11, 2021	Virtual Try-on	CodeCode Available	1
Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-On	May 13, 2021	Virtual Try-on	CodeCode Available	1
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

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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