Image Inpainting

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Papers

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Showing 176–200 of 708 papers

Title	Date	Tasks	Status	Hype
A Benchmark for Inpainting of Clothing Images with Irregular Holes	Jul 9, 2020	Image Inpainting	CodeCode Available	1
SiENet: Siamese Expansion Network for Image Extrapolation	Jul 8, 2020	DecoderImage Inpainting	CodeCode Available	1
Accelerated MRI with Un-trained Neural Networks	Jul 6, 2020	compressed sensingDecoder	CodeCode Available	1
Implicit Neural Representations with Periodic Activation Functions	Jun 17, 2020	Image Inpainting	CodeCode Available	1
Joint learning of variational representations and solvers for inverse problems with partially-observed data	Jun 5, 2020	Image InpaintingTime Series	CodeCode Available	1
Global and Local Attention-Based Free-Form Image Inpainting	Jun 4, 2020	FormImage Inpainting	CodeCode Available	1
High-Resolution Image Inpainting with Iterative Confidence Feedback and Guided Upsampling	May 24, 2020	Image InpaintingVocal Bursts Intensity Prediction	CodeCode Available	1
Contextual Residual Aggregation for Ultra High-Resolution Image Inpainting	May 19, 2020	2k8k	CodeCode Available	1
Semantic Image Manipulation Using Scene Graphs	Apr 7, 2020	Image GenerationImage Inpainting	CodeCode Available	1
Text-Guided Neural Image Inpainting	Apr 7, 2020	DescriptiveImage Generation	CodeCode Available	1
GAN-based Priors for Quantifying Uncertainty	Mar 27, 2020	Bayesian InferenceDenoising	CodeCode Available	1
VCNet: A Robust Approach to Blind Image Inpainting	Mar 15, 2020	Image InpaintingPrediction	CodeCode Available	1
Learning to Incorporate Structure Knowledge for Image Inpainting	Feb 11, 2020	Image InpaintingMulti-Task Learning	CodeCode Available	1
Image Fine-grained Inpainting	Feb 7, 2020	Facial InpaintingFine-Grained Image Inpainting	CodeCode Available	1
Syn2Real: Forgery Classification via Unsupervised Domain Adaptation	Feb 3, 2020	ClassificationDomain Adaptation	CodeCode Available	1
Ada-LISTA: Learned Solvers Adaptive to Varying Models	Jan 23, 2020	Image DenoisingImage Inpainting	CodeCode Available	1
Image2StyleGAN++: How to Edit the Embedded Images?	Nov 26, 2019	AttributeImage Inpainting	CodeCode Available	1
Learning Energy-Based Models in High-Dimensional Spaces with Multi-scale Denoising Score Matching	Oct 17, 2019	DenoisingImage Inpainting	CodeCode Available	1
Flow Models for Arbitrary Conditional Likelihoods	Sep 13, 2019	Image InpaintingImputation	CodeCode Available	1
Generative Adversarial Networks in Computer Vision: A Survey and Taxonomy	Jun 4, 2019	AttributeImage Generation	CodeCode Available	1
Wide-Context Semantic Image Extrapolation	Jun 1, 2019	Image InpaintingImage Outpainting	CodeCode Available	1
Deep Fusion Network for Image Completion	Apr 17, 2019	DecoderImage Inpainting	CodeCode Available	1
SC-FEGAN: Face Editing Generative Adversarial Network with User's Sketch and Color	Feb 18, 2019	Facial InpaintingForm	CodeCode Available	1
EdgeConnect: Generative Image Inpainting with Adversarial Edge Learning	Jan 1, 2019	Image Inpainting	CodeCode Available	1
RT-GENE: Real-Time Eye Gaze Estimation in Natural Environments	Sep 1, 2018	Gaze EstimationImage Inpainting	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