Non Blind Denoising

Non-blind image denoising focuses on removing noise from images where the noise characteristics are known or assumed, a crucial task in image processing and computer vision. Current research emphasizes deep convolutional neural networks (CNNs), often employing U-Net architectures or variations thereof, with some incorporating noise estimation networks for improved adaptability to diverse noise types. These advancements aim to improve denoising accuracy and efficiency, impacting applications ranging from medical imaging to video conferencing, where robust noise reduction is essential for high-quality results. Furthermore, research is actively addressing the vulnerability of these deep learning models to adversarial attacks, seeking more robust and reliable solutions.

Papers

April 26, 2024

Defending Spiking Neural Networks against Adversarial Attacks through Image Purification
Weiran Chen, Qi Sun, Qi Xu
Adversarial Attack Spiking Neural Network Image Purification Non Blind Denoising

October 11, 2023

Psychoacoustic Challenges Of Speech Enhancement On VoIP Platforms
Joseph Konan, Ojas Bhargave, Shikhar Agnihotri, Shuo Han, Yunyang Zeng, Ankit Shah, Bhiksha Raj
Speech Enhancement Acoustic Environment Level Perturbation Psychoacoustic Model Non Blind Denoising Time Domain Speech Enhancement

June 28, 2023

Evaluating Similitude and Robustness of Deep Image Denoising Models via Adversarial Attack
Jie Ning, Jiebao Sun, Yao Li, Zhichang Guo, Wangmeng Zuo
Neural Network Adversarial Attack Native Robustness Blind Denoising Similarity Method Non Blind Denoising

April 4, 2023

Image Blind Denoising Using Dual Convolutional Neural Network with Skip Connection
Wencong Wu, Shicheng Liao, Guannan Lv, Peng Liang, Yungang Zhang
Image Denoising Denoising Model Blind Denoising Dual Convolutional Non Blind Denoising

November 26, 2022

CFNet: Conditional Filter Learning with Dynamic Noise Estimation for Real Image Denoising
Yifan Zuo, Jiacheng Xie, Yuming Fang, Yan Huang, Wenhui Jiang
Noise Estimation Real World Image Denoising Return Conditioned Supervised Learning Iterative Denoising Non Blind Denoising Camera Pipeline

November 14, 2022

CurvPnP: Plug-and-play Blind Image Restoration with Deep Curvature Denoiser
Yutong Li, Yuping Duan
Image Denoising Blind Image Restoration Blind Denoising Deep Learning Based Denoising Curvature Regularization Non Blind Denoising

Non Blind Denoising

Papers

Defending Spiking Neural Networks against Adversarial Attacks through Image Purification

Psychoacoustic Challenges Of Speech Enhancement On VoIP Platforms

Evaluating Similitude and Robustness of Deep Image Denoising Models via Adversarial Attack

Image Blind Denoising Using Dual Convolutional Neural Network with Skip Connection

CFNet: Conditional Filter Learning with Dynamic Noise Estimation for Real Image Denoising

CurvPnP: Plug-and-play Blind Image Restoration with Deep Curvature Denoiser