کنفرانس مهندسی برق ایران

صفحه اصلی / سی امین کنفرانس بین المللی مهندسی برق

Image denoising using convolutional neural network

نویسندگان :

Behnam Latifi¹ Abolghasem Raie²

1- دانشگاه صنعتی امیرکبیر 2- دانشگاه صنعتی امیرکبیر

کلمات کلیدی :

Image denoising،convolutional neural network،dilated convolutional neural network

چکیده :

Noise removal is one of the classic problems in low-level machine vision and image processing. After camera invention, image noise removal became necessary. Its purpose is to eliminate noise while preserving the edges and other precise and vital details as much as possible. Due to the outstanding results produced by deep learning in a variety of domains, this study introduces a novel model for image denoising that uses a mix of dilated and regular convolution to remove noise from degraded photos with a specified noise level. The proposed model is assessed on the BSD68 dataset, and the findings reveal that it outperforms models such as DnCNN and FFDNet at all noise levels.

لیست مقالات

لیست مقالات بایگانی شده

High Step up DC/DC Converter with Low Input Current Ripple and Low Voltage Stress on Semiconductors

Saed Mahmoud Alilou - Mohammad Maalandish - Soheil Nouri - Seyed Hossein Hosseini

Design of Dual-Band Triangular Microstrip Antenna Using Fractal Structure for Wi-Max and Wi-Fi Applications

Arian Mianji - Mohammad Bemani - Saeid Nikmehr - Ahmad Atashpaz Gargari

Improved Light-Load Efficiency of Resonant Switched-Capacitor Converter

Sajad AfsharZarandi - Reza Beiranvand

Joint Energy and Throughput Optimization in Energy Harvesting Cognitive Sensor Networks

Morteza Sharifi - Mahmood Mohassel Feghhi

A New Approach to Determine Maximum Allowable Penetration level of LSPVPPs Considering Transient Angle Stability

Siavash Yari - Hamid Khoshkhoo

Kickback noise reduction and offset cancellation technique for dynamic latch comparator

Mansoure Yousefirad - Mohammad Yavari

Secrecy Sum Rate Analysis and Power Allocation with OSTBC and Artificial Noise for MIMO Systems

Abdolrasoul Sakhaei Gharagezlou - Mahdi Nangir - Nima Imani - Amir Poorfaraj Liqvan

Low VHF Wire Antenna with Low-cost and Wideband Properties

Mahdieh Bozorgi - Mahmood Rafaei-booket - Sina Hasibi-Taheri

Denoising of the Diffusion Tensor Imaging Data Using k-Space Redundancy

Khashayar Esmaeilzadeh - Farzaneh Keyvanfard - Abbas Nasiraei Moghaddam

Robust Laguerre based model predictive control for trajectory tracking of LTV systems

Marzieh Jamalabadi - Mahyar Naraghi - Iman Sharifi - Elnaz Firouzmand

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.3.1