Image Inpainting

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Papers

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Showing 176–200 of 708 papers

Title	Date	Tasks	Status	Hype	Score
Conditional Image Generation by Conditioning Variational Auto-Encoders	Feb 24, 2021	Conditional Image GenerationExperimental Design	CodeCode Available	1	5
Contextual Residual Aggregation for Ultra High-Resolution Image Inpainting	May 19, 2020	2k8k	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
Lightweight Modules for Efficient Deep Learning based Image Restoration	Jul 11, 2020	ClassificationDeep Learning	CodeCode Available	1	5
EdgeConnect: Generative Image Inpainting with Adversarial Edge Learning	Jan 1, 2019	Image Inpainting	CodeCode Available	1	5
IDA: Improved Data Augmentation Applied to Salient Object Detection	Sep 18, 2020	Data AugmentationImage Cropping	CodeCode Available	1	5
Image2StyleGAN++: How to Edit the Embedded Images?	Nov 26, 2019	AttributeImage Inpainting	CodeCode Available	1	5
DVI: Depth Guided Video Inpainting for Autonomous Driving	Jul 17, 2020	Autonomous DrivingImage Inpainting	CodeCode Available	1	5
An End-to-End Computer Vision Methodology for Quantitative Metallography	Apr 22, 2021	Anomaly DetectionImage Inpainting	CodeCode Available	1	5
Image Harmonization With Transformer	Jan 1, 2021	DecoderDisentanglement	CodeCode Available	1	5
Image Fine-grained Inpainting	Feb 7, 2020	Facial InpaintingFine-Grained Image Inpainting	CodeCode Available	1	5
Image Inpainting via Conditional Texture and Structure Dual Generation	Aug 22, 2021	Image InpaintingTexture Synthesis	CodeCode Available	1	5
Bridging the Visual Gap: Wide-Range Image Blending	Mar 28, 2021	Image InpaintingImage Outpainting	CodeCode Available	1	5
Adversarial Learning with Mask Reconstruction for Text-Guided Image Inpainting	Jul 28, 2021	Image InpaintingSentence	CodeCode Available	1	5
A Benchmark for Inpainting of Clothing Images with Irregular Holes	Jul 9, 2020	Image Inpainting	CodeCode Available	1	5
Generative Image Inpainting with Contextual Attention	Jan 24, 2018	Image Inpainting	CodeCode Available	1	5
Leveraging Inpainting for Single-Image Shadow Removal	Feb 10, 2023	DecoderImage Inpainting	CodeCode Available	1	5
Ada-LISTA: Learned Solvers Adaptive to Varying Models	Jan 23, 2020	Image DenoisingImage Inpainting	CodeCode Available	1	5
Semantic-Guided Inpainting Network for Complex Urban Scenes Manipulation	Oct 19, 2020	DecoderImage Inpainting	CodeCode Available	1	5
Learning Energy-Based Models in High-Dimensional Spaces with Multi-scale Denoising Score Matching	Oct 17, 2019	DenoisingImage Inpainting	CodeCode Available	1	5
CR-Fill: Generative Image Inpainting with Auxiliary Contexutal Reconstruction	Nov 25, 2020	Image Inpainting	CodeCode Available	1	5
Do Inpainting Yourself: Generative Facial Inpainting Guided by Exemplars	Feb 13, 2022	AttributeFacial Inpainting	CodeCode Available	1	5
Image Inpainting with External-internal Learning and Monochromic Bottleneck	Apr 19, 2021	Image Inpainting	CodeCode Available	1	5
Diverse Plausible 360-Degree Image Outpainting for Efficient 3DCG Background Creation	Mar 28, 2022	Image InpaintingImage Outpainting	CodeCode Available	1	5
Line Drawing Guided Progressive Inpainting of Mural Damage	Nov 12, 2022	Image 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