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 2381–2390 of 7282 papers

Title	Date	Tasks	Status	Score
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections	Jun 29, 2016	DenoisingImage Denoising	CodeCode Available	5
Image Restoration Using Deep Regulated Convolutional Networks	Oct 19, 2019	DenoisingImage Denoising	CodeCode Available	5
Image Restoration using Plug-and-Play CNN MAP Denoisers	Dec 18, 2019	DenoisingImage Denoising	CodeCode Available	5
Connecting Image Denoising and High-Level Vision Tasks via Deep Learning	Sep 6, 2018	DenoisingImage Denoising	CodeCode Available	5
Image quality measurements and denoising using Fourier Ring Correlations	Jan 11, 2022	DenoisingSSIM	CodeCode Available	5
Conformal Bounds on Full-Reference Image Quality for Imaging Inverse Problems	May 14, 2025	Conformal PredictionDenoising	CodeCode Available	5
Confidence-aware Denoised Fine-tuning of Off-the-shelf Models for Certified Robustness	Nov 13, 2024	Adversarial RobustnessDenoising	CodeCode Available	5
Conditioning diffusion models by explicit forward-backward bridging	May 22, 2024	Denoising	CodeCode Available	5
ArchComplete: Autoregressive 3D Architectural Design Generation with Hierarchical Diffusion-Based Upsampling	Dec 23, 2024	Computational EfficiencyDenoising	CodeCode Available	5
Image Reconstruction with Predictive Filter Flow	Nov 28, 2018	DeblurringDenoising	CodeCode Available	5

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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