Image Inpainting

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Papers

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Showing 101–125 of 708 papers

Title	Date	Tasks	Status	Hype	Score
Deficiency-Aware Masked Transformer for Video Inpainting	Jul 17, 2023	HallucinationImage Inpainting	CodeCode Available	1	5
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	5
Hyperrealistic Image Inpainting with Hypergraphs	Nov 5, 2020	Image Inpainting	CodeCode Available	1	5
Energy-Based Cross Attention for Bayesian Context Update in Text-to-Image Diffusion Models	Jun 16, 2023	DenoisingImage Generation	CodeCode Available	1	5
Equivariant Imaging: Learning Beyond the Range Space	Mar 26, 2021	Image Inpainting	CodeCode Available	1	5
ImageBART: Bidirectional Context with Multinomial Diffusion for Autoregressive Image Synthesis	Aug 19, 2021	Image GenerationImage Inpainting	CodeCode Available	1	5
BIGPrior: Towards Decoupling Learned Prior Hallucination and Data Fidelity in Image Restoration	Nov 3, 2020	ColorizationDenoising	CodeCode Available	1	5
Infusion: internal diffusion for inpainting of dynamic textures and complex motion	Nov 2, 2023	Image InpaintingOptical Flow Estimation	CodeCode Available	1	5
Deep Two-Stage High-Resolution Image Inpainting	Apr 27, 2021	Image InpaintingVocal Bursts Intensity Prediction	CodeCode Available	1	5
Deep Image Prior	Nov 29, 2017	DenoisingFeature Upsampling	CodeCode Available	1	5
Bidirectional Consistency Models	Mar 26, 2024	Image GenerationImage Inpainting	CodeCode Available	1	5
Deep Random Projector: Accelerated Deep Image Prior	Jan 1, 2023	DenoisingImage Denoising	CodeCode Available	1	5
Conditional Image Generation by Conditioning Variational Auto-Encoders	Feb 24, 2021	Conditional Image GenerationExperimental Design	CodeCode Available	1	5
CR-Fill: Generative Image Inpainting with Auxiliary Contexutal Reconstruction	Nov 25, 2020	Image Inpainting	CodeCode Available	1	5
GAN-based Priors for Quantifying Uncertainty	Mar 27, 2020	Bayesian InferenceDenoising	CodeCode Available	1	5
Free-Form Image Inpainting with Gated Convolution	Jun 10, 2018	feature selectionForm	CodeCode Available	1	5
GAN-based Matrix Factorization for Recommender Systems	Jan 20, 2022	Collaborative FilteringImage Generation	CodeCode Available	1	5
Fully Context-Aware Image Inpainting with a Learned Semantic Pyramid	Dec 8, 2021	Image InpaintingVariational Inference	CodeCode Available	1	5
High-Fidelity Pluralistic Image Completion with Transformers	Mar 25, 2021	DiversityImage Inpainting	CodeCode Available	1	5
Simultaneous Image-to-Zero and Zero-to-Noise: Diffusion Models with Analytical Image Attenuation	Jun 23, 2023	DenoisingEdge Detection	CodeCode Available	1	5
Conffusion: Confidence Intervals for Diffusion Models	Nov 17, 2022	Conformal PredictionFacial Inpainting	CodeCode Available	1	5
Generating Diverse Structure for Image Inpainting With Hierarchical VQ-VAE	Mar 18, 2021	Image InpaintingQuantization	CodeCode Available	1	5
High-Resolution Image Editing via Multi-Stage Blended Diffusion	Oct 24, 2022	Image GenerationImage Inpainting	CodeCode Available	1	5
Generative Image Inpainting with Contextual Attention	Jan 24, 2018	Image Inpainting	CodeCode Available	1	5
Bayesian Image Reconstruction using Deep Generative Models	Dec 8, 2020	Image DenoisingImage Inpainting	CodeCode Available	1	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