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 1361–1370 of 7282 papers

Title	Date	Tasks	Status	Hype
Adaptive Deep PnP Algorithm for Video Snapshot Compressive Imaging	Jan 14, 2022	DemosaickingDenoising	CodeCode Available	1
Learning to Denoise Raw Mobile UI Layouts for Improving Datasets at Scale	Jan 11, 2022	Denoisingvalid	CodeCode Available	1
Memory-Augmented Deep Conditional Unfolding Network for Pan-Sharpening	Jan 1, 2022	Denoising	CodeCode Available	1
Learning Self-prior for Mesh Denoising using Dual Graph Convolutional Networks	Jan 1, 2022	DenoisingImage Restoration	CodeCode Available	1
Wnet: Audio-Guided Video Object Segmentation via Wavelet-Based Cross-Modal Denoising Networks	Jan 1, 2022	DecoderDenoising	CodeCode Available	1
On Efficient Transformer-Based Image Pre-training for Low-Level Vision	Dec 19, 2021	DenoisingImage Super-Resolution	CodeCode Available	1
Neuromorphic Camera Denoising using Graph Neural Network-driven Transformers	Dec 17, 2021	DenoisingGraph Neural Network	CodeCode Available	1
Sparse Coding with Multi-Layer Decoders using Variance Regularization	Dec 16, 2021	DecoderDenoising	CodeCode Available	1
Step-unrolled Denoising Autoencoders for Text Generation	Dec 13, 2021	DenoisingLanguage Modeling	CodeCode Available	1
Formulating Event-based Image Reconstruction as a Linear Inverse Problem with Deep Regularization using Optical Flow	Dec 12, 2021	DemosaickingDenoising	CodeCode Available	1

Show:10 25 50

← PrevPage 137 of 729Next →

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