Image Inpainting

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Papers

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Showing 151–175 of 708 papers

Title	Date	Tasks	Status	Hype
Conditional Image Generation by Conditioning Variational Auto-Encoders	Feb 24, 2021	Conditional Image GenerationExperimental Design	CodeCode Available	1
GIID-Net: Generalizable Image Inpainting Detection via Neural Architecture Search and Attention	Jan 19, 2021	Image InpaintingNeural Architecture Search	CodeCode Available	1
Image Harmonization With Transformer	Jan 1, 2021	DecoderDisentanglement	CodeCode Available	1
CR-Fill: Generative Image Inpainting With Auxiliary Contextual Reconstruction	Jan 1, 2021	Image Inpainting	CodeCode Available	1
Zoom-to-Inpaint: Image Inpainting with High-Frequency Details	Dec 17, 2020	Image InpaintingSuper-Resolution	CodeCode Available	1
Bayesian Image Reconstruction using Deep Generative Models	Dec 8, 2020	Image DenoisingImage Inpainting	CodeCode Available	1
Image inpainting using frequency domain priors	Dec 3, 2020	Image Inpainting	CodeCode Available	1
Learning Semantic-aware Normalization for Generative Adversarial Networks	Dec 1, 2020	Image GenerationImage Inpainting	CodeCode Available	1
Score-Based Generative Modeling through Stochastic Differential Equations	Nov 26, 2020	ColorizationDensity Estimation	CodeCode Available	1
CR-Fill: Generative Image Inpainting with Auxiliary Contexutal Reconstruction	Nov 25, 2020	Image Inpainting	CodeCode Available	1
Hyperrealistic Image Inpainting with Hypergraphs	Nov 5, 2020	Image Inpainting	CodeCode Available	1
BIGPrior: Towards Decoupling Learned Prior Hallucination and Data Fidelity in Image Restoration	Nov 3, 2020	ColorizationDenoising	CodeCode Available	1
PIINET: A 360-degree Panoramic Image Inpainting Network Using a Cube Map	Oct 30, 2020	Deep LearningImage Inpainting	CodeCode Available	1
Semantic-Guided Inpainting Network for Complex Urban Scenes Manipulation	Oct 19, 2020	DecoderImage Inpainting	CodeCode Available	1
AIM 2020 Challenge on Image Extreme Inpainting	Oct 2, 2020	Image InpaintingSemantic Segmentation	CodeCode Available	1
RG-Flow: A hierarchical and explainable flow model based on renormalization group and sparse prior	Sep 30, 2020	DisentanglementImage Generation	CodeCode Available	1
IDA: Improved Data Augmentation Applied to Salient Object Detection	Sep 18, 2020	Data AugmentationImage Cropping	CodeCode Available	1
Are Deep Neural Architectures Losing Information? Invertibility Is Indispensable	Sep 7, 2020	DenoisingImage Denoising	CodeCode Available	1
Deep Generative Model for Image Inpainting with Local Binary Pattern Learning and Spatial Attention	Sep 2, 2020	Image Inpainting	CodeCode Available	1
DeepGIN: Deep Generative Inpainting Network for Extreme Image Inpainting	Aug 17, 2020	Image Inpainting	CodeCode Available	1
R-MNet: A Perceptual Adversarial Network for Image Inpainting	Aug 11, 2020	DecoderImage Inpainting	CodeCode Available	1
Recurrent Feature Reasoning for Image Inpainting	Aug 9, 2020	Image InpaintingSSIM	CodeCode Available	1
DVI: Depth Guided Video Inpainting for Autonomous Driving	Jul 17, 2020	Autonomous DrivingImage Inpainting	CodeCode Available	1
Rethinking Image Inpainting via a Mutual Encoder-Decoder with Feature Equalizations	Jul 14, 2020	DecoderImage Generation	CodeCode Available	1
Lightweight Modules for Efficient Deep Learning based Image Restoration	Jul 11, 2020	ClassificationDeep Learning	CodeCode Available	1

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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