Image Inpainting

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 601–625 of 708 papers

Title	Date	Tasks	Status
Learning Pyramid-Context Encoder Network for High-Quality Image Inpainting	Apr 16, 2019	DecoderImage Inpainting	CodeCode Available
VORNet: Spatio-temporally Consistent Video Inpainting for Object Removal	Apr 14, 2019	Image InpaintingObject	—Unverified
Lunar surface image restoration using U-net based deep neural networks	Apr 14, 2019	Image InpaintingImage Restoration	—Unverified
Deep Generative Inpainting with Comparative Sample Augmentation	Mar 25, 2019	DiversityImage Inpainting	—Unverified
Pluralistic Image Completion	Mar 11, 2019	DecoderDiversity	CodeCode Available
Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation	Feb 25, 2019	Conditional Image GenerationDiversity	—Unverified
Deep Generalized Convolutional Sum-Product Networks	Feb 16, 2019	GPUImage Classification	CodeCode Available
Empirically Accelerating Scaled Gradient Projection Using Deep Neural Network For Inverse Problems In Image Processing	Feb 7, 2019	DeblurringImage Inpainting	—Unverified
Compatible and Diverse Fashion Image Inpainting	Feb 4, 2019	Fashion SynthesisImage Generation	—Unverified
CURE: Curvature Regularization For Missing Data Recovery	Jan 28, 2019	Image Inpainting	—Unverified
Diversity-Sensitive Conditional Generative Adversarial Networks	Jan 25, 2019	DiversityGenerative Adversarial Network	—Unverified
Foreground-aware Image Inpainting	Jan 17, 2019	DisentanglementImage Inpainting	—Unverified
Adaptive Image Sampling using Deep Learning and its Application on X-Ray Fluorescence Image Reconstruction	Dec 27, 2018	BinarizationImage Inpainting	CodeCode Available
A Greedy Approach to _0, Based Convolutional Sparse Coding	Dec 26, 2018	Dictionary LearningImage Inpainting	—Unverified
Face Completion with Semantic Knowledge and Collaborative Adversarial Learning	Dec 8, 2018	Facial InpaintingImage Inpainting	—Unverified
Semantic Image Inpainting Through Improved Wasserstein Generative Adversarial Networks	Dec 3, 2018	Generative Adversarial NetworkImage Inpainting	—Unverified
Context Encoding Chest X-rays	Dec 3, 2018	Anomaly DetectionImage Inpainting	CodeCode Available
Invertibility of Convolutional Generative Networks from Partial Measurements	Dec 1, 2018	Image Inpainting	CodeCode Available
Deep Inception Generative Network for Cognitive Image Inpainting	Dec 1, 2018	AttributeImage Inpainting	—Unverified
Void Filling of Digital Elevation Models with Deep Generative Models	Nov 30, 2018	BIG-bench Machine LearningGenerative Adversarial Network	CodeCode Available
A Local Block Coordinate Descent Algorithm for the Convolutional Sparse Coding Model	Nov 1, 2018	Image InpaintingMulti Focus Image Fusion	CodeCode Available
Image Inpainting via Generative Multi-column Convolutional Neural Networks	Oct 20, 2018	Image Inpainting	CodeCode Available
Faster Matrix Completion Using Randomized SVD	Oct 16, 2018	CPUImage Inpainting	CodeCode Available
Adversarial Inpainting of Medical Image Modalities	Oct 15, 2018	Image Inpainting	—Unverified
Context-Aware Text-Based Binary Image Stylization and Synthesis	Oct 9, 2018	Image InpaintingImage Stylization	—Unverified

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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