Image Inpainting

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Papers

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Showing 226–250 of 708 papers

Title	Date	Tasks	Status	Hype
T-former: An Efficient Transformer for Image Inpainting	May 12, 2023	Image InpaintingLong-range modeling	CodeCode Available	1
Multi-stage Progressive Reasoning for Dunhuang Murals Inpainting	May 10, 2023	Image Inpainting	—Unverified	0
CSI-Inpainter: Enabling Visual Scene Recovery from CSI Time Sequences for Occlusion Removal	May 9, 2023	Image InpaintingImage Restoration	—Unverified	0
Quaternion Matrix Completion Using Untrained Quaternion Convolutional Neural Network for Color Image Inpainting	Apr 30, 2023	Image InpaintingMatrix Completion	—Unverified	0
GRIG: Few-Shot Generative Residual Image Inpainting	Apr 24, 2023	Image Inpainting	—Unverified	0
Segment Anything in Non-Euclidean Domains: Challenges and Opportunities	Apr 23, 2023	Image Inpaintingobject-detection	—Unverified	0
NF-ULA: Langevin Monte Carlo with Normalizing Flow Prior for Imaging Inverse Problems	Apr 17, 2023	Bayesian InferenceComputed Tomography (CT)	CodeCode Available	0
Inpaint Anything: Segment Anything Meets Image Inpainting	Apr 13, 2023	Image Inpainting	CodeCode Available	5
Towards Coherent Image Inpainting Using Denoising Diffusion Implicit Models	Apr 6, 2023	DenoisingImage Inpainting	CodeCode Available	1
Inst-Inpaint: Instructing to Remove Objects with Diffusion Models	Apr 6, 2023	Image Inpainting	CodeCode Available	2
Diffusion Models as Masked Autoencoders	Apr 6, 2023	DenoisingImage Inpainting	CodeCode Available	0
DiracDiffusion: Denoising and Incremental Reconstruction with Assured Data-Consistency	Mar 25, 2023	DeblurringDenoising	CodeCode Available	0
Generative Image Inpainting with Segmentation Confusion Adversarial Training and Contrastive Learning	Mar 23, 2023	Contrastive LearningImage Inpainting	CodeCode Available	1
Region-wise matching for image inpainting based on adaptive weighted low-rank decomposition	Mar 22, 2023	Image InpaintingMatrix Completion	—Unverified	0
Non-convex approaches for low-rank tensor completion under tubal sampling	Mar 17, 2023	Image Inpainting	—Unverified	0
CoordFill: Efficient High-Resolution Image Inpainting via Parameterized Coordinate Querying	Mar 15, 2023	GPUImage Inpainting	CodeCode Available	1
Learning Stationary Markov Processes with Contrastive Adjustment	Mar 9, 2023	Image GenerationImage Inpainting	CodeCode Available	0
Consistency Models	Mar 2, 2023	ColorizationImage Generation	CodeCode Available	5
TextIR: A Simple Framework for Text-based Editable Image Restoration	Feb 28, 2023	ColorizationImage Colorization	—Unverified	0
RGI: robust GAN-inversion for mask-free image inpainting and unsupervised pixel-wise anomaly detection	Feb 24, 2023	Anomaly DetectionImage Inpainting	—Unverified	0
Simulating analogue film damage to analyse and improve artefact restoration on high-resolution scans	Feb 20, 2023	4kDenoising	CodeCode Available	1
Road Redesign Technique Achieving Enhanced Road Safety by Inpainting with a Diffusion Model	Feb 15, 2023	Image Inpainting	—Unverified	0
Learning to Scale Temperature in Masked Self-Attention for Image Inpainting	Feb 13, 2023	Image InpaintingPatch Matching	—Unverified	0
Leveraging Inpainting for Single-Image Shadow Removal	Feb 10, 2023	DecoderImage Inpainting	CodeCode Available	1
Generative Diffusion Models on Graphs: Methods and Applications	Feb 6, 2023	DenoisingGraph Generation	CodeCode Available	2

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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