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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 121–130 of 276 papers

Title	Date	Tasks	Status	Hype
ViscoNet: Bridging and Harmonizing Visual and Textual Conditioning for ControlNet	Dec 5, 2023	Image GenerationPerson Re-Identification	CodeCode Available	1
RetriBooru: Leakage-Free Retrieval of Conditions from Reference Images for Subject-Driven Generation	Dec 5, 2023	DiversityFace Generation	—Unverified	0
StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-On	Dec 4, 2023	Semantic correspondenceVirtual Try-on	CodeCode Available	3
Automated Material Properties Extraction For Enhanced Beauty Product Discovery and Makeup Virtual Try-on	Dec 1, 2023	Virtual Try-on	—Unverified	0
CAT-DM: Controllable Accelerated Virtual Try-on with Diffusion Model	Nov 30, 2023	DenoisingImage Generation	CodeCode Available	1
DI-Net : Decomposed Implicit Garment Transfer Network for Digital Clothed 3D Human	Nov 28, 2023	Virtual Try-on	—Unverified	0
Street TryOn: Learning In-the-Wild Virtual Try-On from Unpaired Person Images	Nov 27, 2023	Image GenerationSemantic Segmentation	CodeCode Available	1
Semantic-Preserved Point-based Human Avatar	Nov 20, 2023	DecoderVirtual Try-on	CodeCode Available	0
Image-Based Virtual Try-On: A Survey	Nov 8, 2023	Image GenerationSurvey	CodeCode Available	1
GC-VTON: Predicting Globally Consistent and Occlusion Aware Local Flows with Neighborhood Integrity Preservation for Virtual Try-on	Nov 7, 2023	Virtual Try-on	—Unverified	0

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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