Image Inpainting

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Papers

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Showing 326–350 of 708 papers

Title	Date	Tasks	Status
Towards Architecture-Agnostic Untrained Network Priors for Image Reconstruction with Frequency Regularization	Dec 15, 2023	Image InpaintingImage Reconstruction	CodeCode Available
Planning and Rendering: Towards Product Poster Generation with Diffusion Models	Dec 14, 2023	DiversityImage Inpainting	—Unverified
SmartMask: Context Aware High-Fidelity Mask Generation for Fine-grained Object Insertion and Layout Control	Dec 8, 2023	Image GenerationImage Inpainting	—Unverified
A Task is Worth One Word: Learning with Task Prompts for High-Quality Versatile Image Inpainting	Dec 6, 2023	Image InpaintingObject	CodeCode Available
DreamInpainter: Text-Guided Subject-Driven Image Inpainting with Diffusion Models	Dec 5, 2023	Image Inpainting	—Unverified
CalliPaint: Chinese Calligraphy Inpainting with Diffusion Model	Dec 3, 2023	Image Inpaintingmodel	—Unverified
Efficient Multimodal Diffusion Models Using Joint Data Infilling with Partially Shared U-Net	Nov 28, 2023	Image Inpainting	—Unverified
Denoising Diffusion Probabilistic Models for Image Inpainting of Cell Distributions in the Human Brain	Nov 28, 2023	Cell SegmentationDenoising	—Unverified
Image Inpainting via Tractable Steering of Diffusion Models	Nov 28, 2023	DecoderDenoising	CodeCode Available
ACT-Diffusion: Efficient Adversarial Consistency Training for One-step Diffusion Models	Nov 23, 2023	DenoisingImage Generation	CodeCode Available
Emu Edit: Precise Image Editing via Recognition and Generation Tasks	Nov 16, 2023	Image InpaintingMulti-Task Learning	—Unverified
VioLA: Aligning Videos to 2D LiDAR Scans	Nov 8, 2023	Depth CompletionImage Inpainting	—Unverified
Exploring the Capability of Text-to-Image Diffusion Models with Structural Edge Guidance for Multi-Spectral Satellite Image Inpainting	Nov 6, 2023	Image InpaintingTranslation	—Unverified
Online Detection of AI-Generated Images	Oct 23, 2023	Image Inpainting	—Unverified
SAIR: Learning Semantic-aware Implicit Representation	Oct 13, 2023	Image InpaintingImage Reconstruction	—Unverified
Adversarial Masked Image Inpainting for Robust Detection of Mpox and Non-Mpox	Oct 10, 2023	Decision MakingDiagnostic	—Unverified
Magicremover: Tuning-free Text-guided Image inpainting with Diffusion Models	Oct 4, 2023	DenoisingImage Inpainting	CodeCode Available
On the Contractivity of Plug-and-Play Operators	Sep 28, 2023	Image Inpainting	CodeCode Available
DreamCom: Finetuning Text-guided Inpainting Model for Image Composition	Sep 27, 2023	Image GenerationImage Inpainting	—Unverified
Connecting Image Inpainting with Denoising in the Homogeneous Diffusion Setting	Sep 23, 2023	DenoisingImage Compression	—Unverified
Reconstructing Existing Levels through Level Inpainting	Sep 18, 2023	Image Inpainting	—Unverified
Gradpaint: Gradient-Guided Inpainting with Diffusion Models	Sep 18, 2023	DenoisingImage Generation	—Unverified
GAN-based Algorithm for Efficient Image Inpainting	Sep 13, 2023	Generative Adversarial NetworkImage Inpainting	—Unverified
Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion Models	Sep 12, 2023	Computational EfficiencyImage Deblurring	CodeCode Available
Learning Energy-Based Models by Cooperative Diffusion Recovery Likelihood	Sep 10, 2023	Image InpaintingOut-of-Distribution Detection	CodeCode Available

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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