Denoising

Denoising is a task in image processing and computer vision that aims to remove or reduce noise from an image. Noise can be introduced into an image due to various reasons, such as camera sensor limitations, lighting conditions, and compression artifacts. The goal of denoising is to recover the original image, which is considered to be noise-free, from a noisy observation.

( Image credit: Beyond a Gaussian Denoiser )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 3581–3590 of 7282 papers

Title	Date	Tasks	Status	Hype
Automated Data Denoising for Recommendation	May 11, 2023	DenoisingRecommendation Systems	—Unverified	0
CoMoSpeech: One-Step Speech and Singing Voice Synthesis via Consistency Model	May 11, 2023	DenoisingGPU	CodeCode Available	2
M4Raw: A multi-contrast, multi-repetition, multi-channel MRI k-space dataset for low-field MRI research	May 10, 2023	DenoisingImage Denoising	CodeCode Available	1
Position Bias Estimation with Item Embedding for Sparse Dataset	May 10, 2023	DenoisingLearning-To-Rank	—Unverified	0
Diffusion-based Signal Refiner for Speech Separation	May 10, 2023	DenoisingSpeech Enhancement	—Unverified	0
Relightify: Relightable 3D Faces from a Single Image via Diffusion Models	May 10, 2023	DenoisingImage Generation	—Unverified	0
A Self-Training Framework Based on Multi-Scale Attention Fusion for Weakly Supervised Semantic Segmentation	May 10, 2023	DenoisingSemantic Segmentation	CodeCode Available	0
DifFIQA: Face Image Quality Assessment Using Denoising Diffusion Probabilistic Models	May 9, 2023	DenoisingFace Image Quality	CodeCode Available	1
Improving Implicit Feedback-Based Recommendation through Multi-Behavior Alignment	May 9, 2023	DenoisingOpen-Ended Question Answering	CodeCode Available	1
Stochastic Texture Filtering	May 9, 2023	Denoising	—Unverified	0

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All datasets Darmstadt Noise Dataset DIV2K DND iris

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SINDy	PSNR	81	—	Unverified
2	Pixel-shuffling Downsampling	PSNR	38.4	—	Unverified
3	TWSC	PSNR	37.93	—	Unverified
4	CBDNet(Syn)	PSNR	37.57	—	Unverified
5	MCWNNM	PSNR	37.38	—	Unverified
6	Han et al	PSNR	35.95	—	Unverified
7	FFDNet	PSNR	34.4	—	Unverified
8	TNRD	PSNR	33.65	—	Unverified
9	CDnCNN-B	PSNR	32.43	—	Unverified
10	NLRN	PSNR	30.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DRUnet_Poisson_0.01	Average PSNR (dB)	33.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DRANet	Average PSNR	39.64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PCNN+RL+HME	Average	84.61	—	Unverified