Image Inpainting

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Papers

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Showing 401–425 of 708 papers

Title	Date	Tasks	Status	Hype
ImageBART: Bidirectional Context with Multinomial Diffusion for Autoregressive Image Synthesis	Aug 19, 2021	Image GenerationImage Inpainting	CodeCode Available	1
Image Inpainting using Partial Convolution	Aug 19, 2021	Deep LearningImage Inpainting	—Unverified	0
Jujutsu: A Two-stage Defense against Adversarial Patch Attacks on Deep Neural Networks	Aug 11, 2021	Image ClassificationImage Inpainting	CodeCode Available	0
Simple, Fast, and Flexible Framework for Matrix Completion with Infinite Width Neural Networks	Jul 31, 2021	Image InpaintingMatrix Completion	CodeCode Available	1
Adversarial Learning with Mask Reconstruction for Text-Guided Image Inpainting	Jul 28, 2021	Image InpaintingSentence	CodeCode Available	1
WaveFill: A Wavelet-based Generation Network for Image Inpainting	Jul 23, 2021	Image Inpainting	CodeCode Available	1
JPGNet: Joint Predictive Filtering and Generative Network for Image Inpainting	Jul 9, 2021	Image Inpainting	CodeCode Available	1
In-N-Out: Towards Good Initialization for Inpainting and Outpainting	Jun 26, 2021	Image InpaintingImage Outpainting	CodeCode Available	1
Image Inpainting Using Wasserstein Generative Adversarial Imputation Network	Jun 23, 2021	Image InpaintingImputation	CodeCode Available	0
Cogradient Descent for Dependable Learning	Jun 20, 2021	Image InpaintingImage Reconstruction	CodeCode Available	0
Deep Generative Learning via Schrödinger Bridge	Jun 19, 2021	Image Inpainting	—Unverified	0
Structure First Detail Next: Image Inpainting with Pyramid Generator	Jun 16, 2021	Image Inpainting	—Unverified	0
Context-Aware Image Inpainting with Learned Semantic Priors	Jun 14, 2021	Image InpaintingKnowledge Distillation	CodeCode Available	1
Neural Monge Map estimation and its applications	Jun 7, 2021	Image GenerationImage Inpainting	CodeCode Available	0
Noise Doesn't Lie: Towards Universal Detection of Deep Inpainting	Jun 3, 2021	Image Inpainting	—Unverified	0
Foreground-guided Facial Inpainting with Fidelity Preservation	May 7, 2021	Facial InpaintingForeground Segmentation	—Unverified	0
PD-GAN: Probabilistic Diverse GAN for Image Inpainting	May 5, 2021	DiversityImage Generation	CodeCode Available	1
Image Inpainting by End-to-End Cascaded Refinement with Mask Awareness	Apr 28, 2021	DecoderImage Inpainting	CodeCode Available	1
Deep Two-Stage High-Resolution Image Inpainting	Apr 27, 2021	Image InpaintingVocal Bursts Intensity Prediction	CodeCode Available	1
Diverse Image Inpainting with Bidirectional and Autoregressive Transformers	Apr 26, 2021	DiversityImage Inpainting	—Unverified	0
Image Inpainting with Edge-guided Learnable Bidirectional Attention Maps	Apr 25, 2021	Image Inpaintingvalid	CodeCode Available	1
Stroke-Based Scene Text Erasing Using Synthetic Data for Training	Apr 23, 2021	Image InpaintingText Detection	CodeCode Available	1
An End-to-End Computer Vision Methodology for Quantitative Metallography	Apr 22, 2021	Anomaly DetectionImage Inpainting	CodeCode Available	1
Image Inpainting with External-internal Learning and Monochromic Bottleneck	Apr 19, 2021	Image Inpainting	CodeCode Available	1
PAC-Bayesian Matrix Completion with a Spectral Scaled Student Prior	Apr 16, 2021	Image InpaintingMatrix Completion	—Unverified	0

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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