Image Inpainting

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Papers

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Showing 1–25 of 708 papers

Title	Date	Tasks	Status	Hype
Feature Refinement to Improve High Resolution Image Inpainting	Jun 27, 2022	Image InpaintingVocal Bursts Intensity Prediction	CodeCode Available	5
Efficient Diffusion Model for Image Restoration by Residual Shifting	Mar 12, 2024	Blind Face RestorationImage Inpainting	CodeCode Available	5
BrushNet: A Plug-and-Play Image Inpainting Model with Decomposed Dual-Branch Diffusion	Mar 11, 2024	Image Inpainting	CodeCode Available	5
Consistency Models	Mar 2, 2023	ColorizationImage Generation	CodeCode Available	5
Inpaint Anything: Segment Anything Meets Image Inpainting	Apr 13, 2023	Image Inpainting	CodeCode Available	5
VideoPainter: Any-length Video Inpainting and Editing with Plug-and-Play Context Control	Mar 7, 2025	Image InpaintingOptical Flow Estimation	CodeCode Available	4
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model	Dec 1, 2022	Colorizationcompressed sensing	CodeCode Available	4
GLIGEN: Open-Set Grounded Text-to-Image Generation	Jan 17, 2023	Conditional Text-to-Image SynthesisImage Generation	CodeCode Available	4
Flash Diffusion: Accelerating Any Conditional Diffusion Model for Few Steps Image Generation	Jun 4, 2024	Face SwappingGPU	CodeCode Available	4
RePaint: Inpainting using Denoising Diffusion Probabilistic Models	Jan 24, 2022	DenoisingImage Inpainting	CodeCode Available	4
Diffusion Model-Based Image Editing: A Survey	Feb 27, 2024	DenoisingImage Generation	CodeCode Available	4
High-Resolution Image Synthesis with Latent Diffusion Models	Dec 20, 2021	DenoisingGPU	CodeCode Available	4
Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image Restoration	Oct 1, 2024	Blind Face RestorationImage Colorization	CodeCode Available	4
CoCoCo: Improving Text-Guided Video Inpainting for Better Consistency, Controllability and Compatibility	Mar 18, 2024	Image InpaintingVideo Alignment	CodeCode Available	3
ZIM: Zero-Shot Image Matting for Anything	Nov 1, 2024	Image InpaintingImage Matting	CodeCode Available	3
Aggregated Contextual Transformations for High-Resolution Image Inpainting	Apr 3, 2021	Image InpaintingTexture Synthesis	CodeCode Available	3
Planning with Diffusion for Flexible Behavior Synthesis	May 20, 2022	Decision MakingDenoising	CodeCode Available	3
Resolution-robust Large Mask Inpainting with Fourier Convolutions	Sep 15, 2021	Image InpaintingSeeing Beyond the Visible	CodeCode Available	3
Diffree: Text-Guided Shape Free Object Inpainting with Diffusion Model	Jul 24, 2024	Image InpaintingObject	CodeCode Available	3
Designing a Better Asymmetric VQGAN for StableDiffusion	Jun 7, 2023	DecoderImage Generation	CodeCode Available	3
PixelHacker: Image Inpainting with Structural and Semantic Consistency	Apr 29, 2025	DenoisingImage Generation	CodeCode Available	3
Texture Memory-Augmented Deep Patch-Based Image Inpainting	Sep 28, 2020	Image InpaintingRetrieval	CodeCode Available	3
CM-GAN: Image Inpainting with Cascaded Modulation GAN and Object-Aware Training	Mar 22, 2022	DecoderImage Inpainting	CodeCode Available	2
Coherent and Multi-modality Image Inpainting via Latent Space Optimization	Jul 10, 2024	DenoisingImage Inpainting	CodeCode Available	2
Generative Modeling by Estimating Gradients of the Data Distribution	Jul 12, 2019	Image GenerationImage Inpainting	CodeCode Available	2

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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