Image Inpainting

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Papers

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Showing 201–225 of 708 papers

Title	Date	Tasks	Status	Hype
Free-Form Image Inpainting with Gated Convolution	Jun 10, 2018	feature selectionForm	CodeCode Available	1
Image Inpainting for Irregular Holes Using Partial Convolutions	Apr 20, 2018	Image Inpaintingvalid	CodeCode Available	1
Generative Image Inpainting with Contextual Attention	Jan 24, 2018	Image Inpainting	CodeCode Available	1
Deep Image Prior	Nov 29, 2017	DenoisingFeature Upsampling	CodeCode Available	1
Image Restoration by Iterative Denoising and Backward Projections	Oct 18, 2017	DeblurringDenoising	CodeCode Available	1
CVAE-GAN: Fine-Grained Image Generation through Asymmetric Training	Mar 29, 2017	AttributeData Augmentation	CodeCode Available	1
On-Demand Learning for Deep Image Restoration	Dec 5, 2016	DeblurringDenoising	CodeCode Available	1
RePaintGS: Reference-Guided Gaussian Splatting for Realistic and View-Consistent 3D Scene Inpainting	Jul 11, 2025	Image Inpainting	—Unverified	0
MTADiffusion: Mask Text Alignment Diffusion Model for Object Inpainting	Jun 30, 2025	Image Inpainting	—Unverified	0
3DeepRep: 3D Deep Low-rank Tensor Representation for Hyperspectral Image Inpainting	Jun 20, 2025	Hyperspectral Image InpaintingImage Inpainting	—Unverified	0
Geological Field Restoration through the Lens of Image Inpainting	Jun 5, 2025	Image InpaintingMissing Values	—Unverified	0
DreamDance: Animating Character Art via Inpainting Stable Gaussian Worlds	May 30, 2025	Image InpaintingVideo Generation	—Unverified	0
Structure Disruption: Subverting Malicious Diffusion-Based Inpainting via Self-Attention Query Perturbation	May 26, 2025	DenoisingImage Inpainting	—Unverified	0
Unsupervised Raindrop Removal from a Single Image using Conditional Diffusion Models	May 13, 2025	Generative Adversarial NetworkImage Inpainting	CodeCode Available	0
CaRaFFusion: Improving 2D Semantic Segmentation with Camera-Radar Point Cloud Fusion and Zero-Shot Image Inpainting	May 6, 2025	2D Semantic SegmentationAutonomous Driving	—Unverified	0
Discrete Spatial Diffusion: Intensity-Preserving Diffusion Modeling	May 3, 2025	Image GenerationImage Inpainting	—Unverified	0
DiffusionRIR: Room Impulse Response Interpolation using Diffusion Models	Apr 29, 2025	Audio Signal ProcessingData Augmentation	—Unverified	0
Leveraging Depth Maps and Attention Mechanisms for Enhanced Image Inpainting	Apr 29, 2025	Image Inpainting	CodeCode Available	0
Visibility-Uncertainty-guided 3D Gaussian Inpainting via Scene Conceptional Learning	Apr 23, 2025	3DGS3D Inpainting	CodeCode Available	0
Hadamard product in deep learning: Introduction, Advances and Challenges	Apr 17, 2025	Computational EfficiencyDeep Learning	—Unverified	0
High-Fidelity Image Inpainting with Multimodal Guided GAN Inversion	Apr 17, 2025	Generative Adversarial NetworkImage Inpainting	—Unverified	0
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging	Apr 10, 2025	Conformal PredictionImage Inpainting	—Unverified	0
Bridging Knowledge Gap Between Image Inpainting and Large-Area Visible Watermark Removal	Apr 7, 2025	Image Inpainting	—Unverified	0
A^TA: Adaptive Transformation Agent for Text-Guided Subject-Position Variable Background Inpainting	Apr 2, 2025	Image InpaintingPosition	—Unverified	0
OmnimatteZero: Training-free Real-time Omnimatte with Pre-trained Video Diffusion Models	Mar 23, 2025	Image InpaintingObject	—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