Image Inpainting

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Papers

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Showing 201–225 of 708 papers

Title	Date	Tasks	Status	Hype
Phenotype-preserving metric design for high-content image reconstruction by generative inpainting	Jul 26, 2023	Image InpaintingImage Manipulation	CodeCode Available	0
Quaternion tensor left ring decomposition and application for color image inpainting	Jul 20, 2023	Image InpaintingTensor Networks	—Unverified	0
Reference-based Painterly Inpainting via Diffusion: Crossing the Wild Reference Domain Gap	Jul 20, 2023	Image Inpainting	—Unverified	0
Deficiency-Aware Masked Transformer for Video Inpainting	Jul 17, 2023	HallucinationImage Inpainting	CodeCode Available	1
Flow Matching in Latent Space	Jul 17, 2023	Computational EfficiencyImage Generation	CodeCode Available	2
Both Spatial and Frequency Cues Contribute to High-Fidelity Image Inpainting	Jul 15, 2023	Image Inpainting	—Unverified	0
Filling time-series gaps using image techniques: Multidimensional context autoencoder approach for building energy data imputation	Jul 12, 2023	Decision MakingImage Inpainting	CodeCode Available	0
DiffuseGAE: Controllable and High-fidelity Image Manipulation from Disentangled Representation	Jul 12, 2023	AttributeDisentanglement	—Unverified	0
WavePaint: Resource-efficient Token-mixer for Self-supervised Inpainting	Jul 1, 2023	Image Inpainting	CodeCode Available	1
Practical and Asymptotically Exact Conditional Sampling in Diffusion Models	Jun 30, 2023	Computational EfficiencyConditional Image Generation	CodeCode Available	1
Guided Deep Generative Model-based Spatial Regularization for Multiband Imaging Inverse Problems	Jun 29, 2023	Image Inpainting	—Unverified	0
Simultaneous Image-to-Zero and Zero-to-Noise: Diffusion Models with Analytical Image Attenuation	Jun 23, 2023	DenoisingEdge Detection	CodeCode Available	1
TransRef: Multi-Scale Reference Embedding Transformer for Reference-Guided Image Inpainting	Jun 20, 2023	DecoderImage Inpainting	CodeCode Available	1
Energy-Based Cross Attention for Bayesian Context Update in Text-to-Image Diffusion Models	Jun 16, 2023	DenoisingImage Generation	CodeCode Available	1
Deep Generative Models for Decision-Making and Control	Jun 15, 2023	Decision MakingImage Inpainting	—Unverified	0
Parametric Implicit Face Representation for Audio-Driven Facial Reenactment	Jun 13, 2023	Data AugmentationImage Generation	—Unverified	0
Designing a Better Asymmetric VQGAN for StableDiffusion	Jun 7, 2023	DecoderImage Generation	CodeCode Available	3
Towards Interactive Image Inpainting via Sketch Refinement	Jun 1, 2023	Image Inpainting	CodeCode Available	1
Diffusion Brush: A Latent Diffusion Model-based Editing Tool for AI-generated Images	May 31, 2023	Image InpaintingImage-Variation	—Unverified	0
Adaptive Conditional Quantile Neural Processes	May 30, 2023	Image InpaintingMeta-Learning	CodeCode Available	0
Scene restoration from scaffold occlusion using deep learning-based methods	May 30, 2023	Deep LearningImage Inpainting	—Unverified	0
LeftRefill: Filling Right Canvas based on Left Reference through Generalized Text-to-Image Diffusion Model	May 19, 2023	Image GenerationImage Inpainting	CodeCode Available	1
INCLG: Inpainting for Non-Cleft Lip Generation with a Multi-Task Image Processing Network	May 17, 2023	Image Inpainting	—Unverified	0
AURA : Automatic Mask Generator using Randomized Input Sampling for Object Removal	May 13, 2023	Explainable Artificial Intelligence (XAI)Image Inpainting	—Unverified	0
Nonnegative Low-Rank Tensor Completion via Dual Formulation with Applications to Image and Video Completion	May 13, 2023	Image Inpainting	—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