Image Inpainting

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Papers

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Showing 151–175 of 708 papers

Title	Date	Tasks	Status	Hype
Adversarial Examples are Misaligned in Diffusion Model Manifolds	Jan 12, 2024	Adversarial RobustnessImage Inpainting	—Unverified	0
The Stronger the Diffusion Model, the Easier the Backdoor: Data Poisoning to Induce Copyright Breaches Without Adjusting Finetuning Pipeline	Jan 7, 2024	Backdoor AttackData Poisoning	—Unverified	0
Improving Diffusion-Based Image Synthesis with Context Prediction	Jan 4, 2024	DecoderDenoising	—Unverified	0
Deep autoregressive modeling for land use land cover	Jan 2, 2024	Image Inpainting	—Unverified	0
Distraction is All You Need: Memory-Efficient Image Immunization against Diffusion-Based Image Editing	Jan 1, 2024	AllDenoising	—Unverified	0
Fast Adaptation for Human Pose Estimation via Meta-Optimization	Jan 1, 2024	Auxiliary LearningImage Inpainting	—Unverified	0
Revisiting Nonlocal Self-Similarity from Continuous Representation	Jan 1, 2024	DenoisingImage Denoising	—Unverified	0
Robust Stochastically-Descending Unrolled Networks	Dec 25, 2023	Image Inpainting	CodeCode Available	0
HD-Painter: High-Resolution and Prompt-Faithful Text-Guided Image Inpainting with Diffusion Models	Dec 21, 2023	2kImage Inpainting	CodeCode Available	2
Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge	Dec 16, 2023	Image InpaintingImage Restoration	CodeCode Available	1
Towards Architecture-Agnostic Untrained Network Priors for Image Reconstruction with Frequency Regularization	Dec 15, 2023	Image InpaintingImage Reconstruction	CodeCode Available	0
Planning and Rendering: Towards Product Poster Generation with Diffusion Models	Dec 14, 2023	DiversityImage Inpainting	—Unverified	0
Towards Enhanced Image Inpainting: Mitigating Unwanted Object Insertion and Preserving Color Consistency	Dec 8, 2023	DecoderHallucination	CodeCode Available	1
SmartMask: Context Aware High-Fidelity Mask Generation for Fine-grained Object Insertion and Layout Control	Dec 8, 2023	Image GenerationImage Inpainting	—Unverified	0
AVID: Any-Length Video Inpainting with Diffusion Model	Dec 6, 2023	Image Inpaintingmodel	CodeCode Available	1
A Task is Worth One Word: Learning with Task Prompts for High-Quality Versatile Image Inpainting	Dec 6, 2023	Image InpaintingObject	CodeCode Available	0
DreamInpainter: Text-Guided Subject-Driven Image Inpainting with Diffusion Models	Dec 5, 2023	Image Inpainting	—Unverified	0
CalliPaint: Chinese Calligraphy Inpainting with Diffusion Model	Dec 3, 2023	Image Inpaintingmodel	—Unverified	0
Image Inpainting via Tractable Steering of Diffusion Models	Nov 28, 2023	DecoderDenoising	CodeCode Available	0
Efficient Multimodal Diffusion Models Using Joint Data Infilling with Partially Shared U-Net	Nov 28, 2023	Image Inpainting	—Unverified	0
Denoising Diffusion Probabilistic Models for Image Inpainting of Cell Distributions in the Human Brain	Nov 28, 2023	Cell SegmentationDenoising	—Unverified	0
ACT-Diffusion: Efficient Adversarial Consistency Training for One-step Diffusion Models	Nov 23, 2023	DenoisingImage Generation	CodeCode Available	0
Emu Edit: Precise Image Editing via Recognition and Generation Tasks	Nov 16, 2023	Image InpaintingMulti-Task Learning	—Unverified	0
VioLA: Aligning Videos to 2D LiDAR Scans	Nov 8, 2023	Depth CompletionImage Inpainting	—Unverified	0
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	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