Image Inpainting

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Papers

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Showing 101–125 of 708 papers

Title	Date	Tasks	Status	Hype
Deep Random Projector: Accelerated Deep Image Prior	Jan 1, 2023	DenoisingImage Denoising	CodeCode Available	1
Image Inpainting via Iteratively Decoupled Probabilistic Modeling	Dec 6, 2022	DenoisingImage Inpainting	CodeCode Available	1
MAEDAY: MAE for few and zero shot AnomalY-Detection	Nov 25, 2022	Anomaly DetectionImage Inpainting	CodeCode Available	1
Generative Modeling in Structural-Hankel Domain for Color Image Inpainting	Nov 25, 2022	DiversityImage Inpainting	CodeCode Available	1
Conffusion: Confidence Intervals for Diffusion Models	Nov 17, 2022	Conformal PredictionFacial Inpainting	CodeCode Available	1
Line Drawing Guided Progressive Inpainting of Mural Damage	Nov 12, 2022	Image Inpainting	CodeCode Available	1
Image Completion with Heterogeneously Filtered Spectral Hints	Nov 7, 2022	Image Inpainting	CodeCode Available	1
High-Resolution Image Editing via Multi-Stage Blended Diffusion	Oct 24, 2022	Image GenerationImage Inpainting	CodeCode Available	1
Delving Globally into Texture and Structure for Image Inpainting	Sep 17, 2022	DecoderImage Inpainting	CodeCode Available	1
Unbiased Multi-Modality Guidance for Image Inpainting	Aug 25, 2022	Image InpaintingSemantic Segmentation	CodeCode Available	1
Efficient data-driven gap filling of satellite image time series using deep neural networks with partial convolutions	Aug 18, 2022	Image InpaintingTime Series	CodeCode Available	1
Keys to Better Image Inpainting: Structure and Texture Go Hand in Hand	Aug 5, 2022	Image GenerationImage Inpainting	CodeCode Available	1
Perceptual Artifacts Localization for Inpainting	Aug 5, 2022	Image Inpainting	CodeCode Available	1
Generalized Nonconvex Approach for Low-Tubal-Rank Tensor Recovery	Aug 4, 2022	Image InpaintingLow-Rank Matrix Completion	CodeCode Available	1
Learning Prior Feature and Attention Enhanced Image Inpainting	Aug 3, 2022	Image InpaintingImage Restoration	CodeCode Available	1
Reference-Guided Texture and Structure Inference for Image Inpainting	Jul 29, 2022	DecoderImage Inpainting	CodeCode Available	1
Neural Implicit Dictionary via Mixture-of-Expert Training	Jul 8, 2022	Image Inpainting	CodeCode Available	1
Training and Inference on Any-Order Autoregressive Models the Right Way	May 26, 2022	Image InpaintingLanguage Modeling	CodeCode Available	1
Reduce Information Loss in Transformers for Pluralistic Image Inpainting	May 10, 2022	Image InpaintingQuantization	CodeCode Available	1
Diverse Plausible 360-Degree Image Outpainting for Efficient 3DCG Background Creation	Mar 28, 2022	Image InpaintingImage Outpainting	CodeCode Available	1
MISF: Multi-level Interactive Siamese Filtering for High-Fidelity Image Inpainting	Mar 12, 2022	Image InpaintingImage Restoration	CodeCode Available	1
Conditional Simulation Using Diffusion Schrödinger Bridges	Feb 27, 2022	DeblurringDenoising	CodeCode Available	1
Non-Deterministic Face Mask Removal Based On 3D Priors	Feb 20, 2022	3D Face ReconstructionFace Reconstruction	CodeCode Available	1
Do Inpainting Yourself: Generative Facial Inpainting Guided by Exemplars	Feb 13, 2022	AttributeFacial Inpainting	CodeCode Available	1
GAN-based Matrix Factorization for Recommender Systems	Jan 20, 2022	Collaborative FilteringImage Generation	CodeCode Available	1

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All datasets Places2 CelebA ImageNet Places2 val CelebA-HQ FFHQ 512 x 512 FFHQ 1024 x 1024 Paris StreetView ApolloScape Apolloscape Inpainting Places365 StreetView

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	HFill	FID	28.92	—	Unverified
2	SEELE	FID	24.4	—	Unverified
3	TFill (20-50% free-form)	FID	22.13	—	Unverified
4	EdgeConnect	FID	12.66	—	Unverified
5	AOT GAN	FID	10.64	—	Unverified
6	CR-Fill	FID	9.66	—	Unverified
7	DeepFill v2	FID	9.27	—	Unverified
8	ProFill	FID	7.7	—	Unverified
9	MADF	FID	7.53	—	Unverified
10	LAMA	FID	2.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	A+y	FID	181.56	—	Unverified
2	A+y	FID	103.3	—	Unverified
3	A+y	FID	54.31	—	Unverified
4	RePaint	FID	14.19	—	Unverified
5	DDRM	FID	12.53	—	Unverified
6	DDRM	FID	6.24	—	Unverified
7	DDNM	FID	4.54	—	Unverified
8	DDNM	FID	1.41	—	Unverified
9	ConPreDiff	LPIPS	0.02	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	A+y	FID	72.71	—	Unverified
2	DGP	FID	64.34	—	Unverified
3	A+y	FID	55.42	—	Unverified
4	RePaint	FID	12.31	—	Unverified
5	DDRM	FID	4.82	—	Unverified
6	DDNM	FID	3.89	—	Unverified
7	WavePaint	FID	3.21	—	Unverified
8	DDRM	FID	1.48	—	Unverified
9	DDNM	FID	1.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HiFill (128×128 center mask)	FID	16.9	—	Unverified
2	HiFill (20-30% free form)	FID	15.7	—	Unverified
3	DeepFillv2 (128×128 center mask)	FID	15.3	—	Unverified
4	TFill (20-30% free form)	FID	15.2	—	Unverified
5	DeepFillv2 (20-30% free form)	FID	13.5	—	Unverified
6	Palette (128×128 center mask)	FID	11.9	—	Unverified
7	Palatte (20-30% free form)	FID	11.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ICT	FID	12.84	—	Unverified
2	LaMa	FID	8.15	—	Unverified
3	MADF	FID	6.83	—	Unverified
4	CoModGAN	FID	5.65	—	Unverified
5	WavePaint	FID	5.53	—	Unverified
6	MAT	FID	4.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CoModGAN	FID	3.7	—	Unverified
2	TFill	FID	3.5	—	Unverified
3	SH-GAN	FID	3.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SN-PatchGAN	LPIPS	0.24	—	Unverified
2	BRGM	LPIPS	0.19	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Coherent Semantic Attention for Image Inpainting	40-50% Mask PSNR	23.1	—	Unverified
2	Image Inpainting with Learnable Bidirectional Attention Maps	40-50% Mask PSNR	22.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DVI	MAE	6.14	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DVI	RMSE	9.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GGLA	L1 error	1.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SRNet	SSIM	0.79	—	Unverified