Image Inpainting

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Papers

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Showing 51–75 of 708 papers

Title	Date	Tasks	Status	Hype	Score
Image Inpainting with Learnable Feature Imputation	Nov 2, 2020	Image InpaintingImputation	CodeCode Available	2	5
Incremental Transformer Structure Enhanced Image Inpainting with Masking Positional Encoding	Mar 2, 2022	Image Inpainting	CodeCode Available	2	5
Unsupervised High-Resolution Portrait Gaze Correction and Animation	Jul 1, 2022	Image InpaintingVocal Bursts Intensity Prediction	CodeCode Available	2	5
Deficiency-Aware Masked Transformer for Video Inpainting	Jul 17, 2023	HallucinationImage Inpainting	CodeCode Available	1	5
Delving Globally into Texture and Structure for Image Inpainting	Sep 17, 2022	DecoderImage Inpainting	CodeCode Available	1	5
Generative Modeling in Structural-Hankel Domain for Color Image Inpainting	Nov 25, 2022	DiversityImage Inpainting	CodeCode Available	1	5
Deep Image Prior	Nov 29, 2017	DenoisingFeature Upsampling	CodeCode Available	1	5
DeepGIN: Deep Generative Inpainting Network for Extreme Image Inpainting	Aug 17, 2020	Image Inpainting	CodeCode Available	1	5
Deep Random Projector: Accelerated Deep Image Prior	Jan 1, 2023	DenoisingImage Denoising	CodeCode Available	1	5
Deep Two-Stage High-Resolution Image Inpainting	Apr 27, 2021	Image InpaintingVocal Bursts Intensity Prediction	CodeCode Available	1	5
Are Deep Neural Architectures Losing Information? Invertibility Is Indispensable	Sep 7, 2020	DenoisingImage Denoising	CodeCode Available	1	5
Generative Image Inpainting with Segmentation Confusion Adversarial Training and Contrastive Learning	Mar 23, 2023	Contrastive LearningImage Inpainting	CodeCode Available	1	5
Deep Fusion Network for Image Completion	Apr 17, 2019	DecoderImage Inpainting	CodeCode Available	1	5
Deep Generative Model for Image Inpainting with Local Binary Pattern Learning and Spatial Attention	Sep 2, 2020	Image Inpainting	CodeCode Available	1	5
Generative Image Inpainting with Contextual Attention	Jan 24, 2018	Image Inpainting	CodeCode Available	1	5
GIID-Net: Generalizable Image Inpainting Detection via Neural Architecture Search and Attention	Jan 19, 2021	Image InpaintingNeural Architecture Search	CodeCode Available	1	5
Generalized Nonconvex Approach for Low-Tubal-Rank Tensor Recovery	Aug 4, 2022	Image InpaintingLow-Rank Matrix Completion	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
Generating Diverse Structure for Image Inpainting With Hierarchical VQ-VAE	Mar 18, 2021	Image InpaintingQuantization	CodeCode Available	1	5
CVAE-GAN: Fine-Grained Image Generation through Asymmetric Training	Mar 29, 2017	AttributeData Augmentation	CodeCode Available	1	5
GAN-based Matrix Factorization for Recommender Systems	Jan 20, 2022	Collaborative FilteringImage Generation	CodeCode Available	1	5
GAN-based Priors for Quantifying Uncertainty	Mar 27, 2020	Bayesian InferenceDenoising	CodeCode Available	1	5
Generative Adversarial Networks in Computer Vision: A Survey and Taxonomy	Jun 4, 2019	AttributeImage Generation	CodeCode Available	1	5
CR-Fill: Generative Image Inpainting With Auxiliary Contextual Reconstruction	Jan 1, 2021	Image Inpainting	CodeCode Available	1	5
Free-Form Image Inpainting with Gated Convolution	Jun 10, 2018	feature selectionForm	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