Image Inpainting

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Papers

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Showing 301–325 of 708 papers

Title	Date	Tasks	Status	Score
Learning Pyramid-Context Encoder Network for High-Quality Image Inpainting	Apr 16, 2019	DecoderImage Inpainting	CodeCode Available	5
Learning Energy-Based Models by Cooperative Diffusion Recovery Likelihood	Sep 10, 2023	Image InpaintingOut-of-Distribution Detection	CodeCode Available	5
LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion Models	Mar 21, 2024	DiversityImage Inpainting	CodeCode Available	5
Learnable Gated Temporal Shift Module for Deep Video Inpainting	Jul 2, 2019	Image InpaintingVideo Inpainting	CodeCode Available	5
CosmoVAE: Variational Autoencoder for CMB Image Inpainting	Jan 31, 2020	Image Inpainting	CodeCode Available	5
Auxiliary Loss Reweighting for Image Inpainting	Nov 14, 2021	Image Inpainting	CodeCode Available	5
A Local Block Coordinate Descent Algorithm for the CSC Model	Jun 1, 2019	Image InpaintingMulti Focus Image Fusion	CodeCode Available	5
Group-based Sparse Representation for Image Restoration	May 14, 2014	Compressive SensingDeblurring	CodeCode Available	5
LaFIn: Generative Landmark Guided Face Inpainting	Nov 26, 2019	AttributeFacial Inpainting	CodeCode Available	5
Learned Convolutional Sparse Coding	Nov 1, 2017	DecoderDenoising	CodeCode Available	5
Leveraging Depth Maps and Attention Mechanisms for Enhanced Image Inpainting	Apr 29, 2025	Image Inpainting	CodeCode Available	5
A Local Block Coordinate Descent Algorithm for the Convolutional Sparse Coding Model	Nov 1, 2018	Image InpaintingMulti Focus Image Fusion	CodeCode Available	5
Interactive Image Inpainting Using Semantic Guidance	Jan 26, 2022	DecoderImage Inpainting	CodeCode Available	5
Hole Filling Method for Depth Image Based Rendering Based on Boundary Decision	Mar 1, 2017	Image Inpainting	CodeCode Available	5
Indoor Depth Completion with Boundary Consistency and Self-Attention	Aug 22, 2019	Depth CompletionDepth Estimation	CodeCode Available	5
Copy-and-Paste Networks for Deep Video Inpainting	Aug 30, 2019	Image InpaintingLane Detection	CodeCode Available	5
Inverse Problems with Diffusion Models: A MAP Estimation Perspective	Jul 27, 2024	DeblurringImage Inpainting	CodeCode Available	5
Geometry of the Visual Cortex with Applications to Image Inpainting and Enhancement	Aug 15, 2023	Image EnhancementImage Inpainting	CodeCode Available	5
Convolutional Dictionary Learning via Local Processing	May 9, 2017	Dictionary LearningImage Inpainting	CodeCode Available	5
Improving Consistency and Correctness of Sequence Inpainting using Semantically Guided Generative Adversarial Network	Nov 16, 2017	Generative Adversarial NetworkImage Inpainting	CodeCode Available	5
Image Processing Using Multi-Code GAN Prior	Dec 15, 2019	Blind Face RestorationColorization	CodeCode Available	5
Invertibility of Convolutional Generative Networks from Partial Measurements	Dec 1, 2018	Image Inpainting	CodeCode Available	5
A Task is Worth One Word: Learning with Task Prompts for High-Quality Versatile Image Inpainting	Dec 6, 2023	Image InpaintingObject	CodeCode Available	5
Generative Flows as a General Purpose Solution for Inverse Problems	Oct 25, 2021	ColorizationDeblurring	CodeCode Available	5
Image Inpainting via Generative Multi-column Convolutional Neural Networks	Oct 20, 2018	Image Inpainting	CodeCode Available	5

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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