Image Inpainting

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Papers

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Showing 651–675 of 708 papers

Title	Date	Tasks	Status	Hype
Discriminative Region Proposal Adversarial Networks for High-Quality Image-to-Image Translation	Nov 27, 2017	Image InpaintingImage-to-Image Translation	CodeCode Available	0
Semantically Consistent Image Completion with Fine-grained Details	Nov 26, 2017	Image Inpainting	—Unverified	0
Contextual-based Image Inpainting: Infer, Match, and Translate	Nov 23, 2017	Image InpaintingTranslation	—Unverified	0
Improving Consistency and Correctness of Sequence Inpainting using Semantically Guided Generative Adversarial Network	Nov 16, 2017	Generative Adversarial NetworkImage Inpainting	CodeCode Available	0
Curve Reconstruction via the Global Statistics of Natural Curves	Nov 8, 2017	Image Inpainting	—Unverified	0
Learned Convolutional Sparse Coding	Nov 1, 2017	DecoderDenoising	CodeCode Available	0
Image Restoration by Iterative Denoising and Backward Projections	Oct 18, 2017	DeblurringDenoising	CodeCode Available	1
One Network to Solve Them All -- Solving Linear Inverse Problems Using Deep Projection Models	Oct 1, 2017	AllCompressive Sensing	CodeCode Available	0
A Benchmark for Sparse Coding: When Group Sparsity Meets Rank Minimization	Sep 12, 2017	Dictionary LearningImage Inpainting	—Unverified	0
From Patches to Images: A Nonparametric Generative Model	Aug 1, 2017	DenoisingImage Inpainting	CodeCode Available	0
Perceptual Adversarial Networks for Image-to-Image Transformation	Jun 28, 2017	Image Inpainting	CodeCode Available	0
Convolutional Dictionary Learning via Local Processing	May 9, 2017	Dictionary LearningImage Inpainting	CodeCode Available	0
Non-Convex Weighted Lp Nuclear Norm based ADMM Framework for Image Restoration	Apr 24, 2017	Compressive SensingDeblurring	—Unverified	0
One Network to Solve Them All --- Solving Linear Inverse Problems using Deep Projection Models	Mar 29, 2017	AllCompressive Sensing	CodeCode Available	0
CVAE-GAN: Fine-Grained Image Generation through Asymmetric Training	Mar 29, 2017	AttributeData Augmentation	CodeCode Available	1
Hole Filling Method for Depth Image Based Rendering Based on Boundary Decision	Mar 1, 2017	Image Inpainting	CodeCode Available	0
A recommender system to restore images with impulse noise	Feb 24, 2017	Collaborative FilteringImage Inpainting	—Unverified	0
Analyzing the Weighted Nuclear Norm Minimization and Nuclear Norm Minimization based on Group Sparse Representation	Feb 15, 2017	DenoisingImage Denoising	—Unverified	0
Manifold Based Low-rank Regularization for Image Restoration and Semi-supervised Learning	Feb 9, 2017	Image InpaintingImage Reconstruction	—Unverified	0
An Edge Driven Wavelet Frame Model for Image Restoration	Jan 25, 2017	DeblurringImage Inpainting	—Unverified	0
Dictionary Learning from Incomplete Data	Jan 13, 2017	Dictionary LearningImage Inpainting	—Unverified	0
On-Demand Learning for Deep Image Restoration	Dec 5, 2016	DeblurringDenoising	CodeCode Available	1
High-Resolution Image Inpainting using Multi-Scale Neural Patch Synthesis	Nov 30, 2016	Image InpaintingImage Manipulation	CodeCode Available	0
Plug & Play Generative Networks: Conditional Iterative Generation of Images in Latent Space	Nov 30, 2016	Image CaptioningImage Inpainting	CodeCode Available	0
Analyzing the group sparsity based on the rank minimization methods	Nov 28, 2016	Compressive SensingImage Inpainting	—Unverified	0

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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