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

تشخیص حالت عادی و غیرعادی شبکه برق هوشمند با استفاده از شبکه عصبی مصنوعی

محمد گنج خانی - علی عباسپورطهرانی فرد - سجاد فتاحیان دهکردی - محمد غلامی

A Design Methodology for Submicron Low-Voltage Bandgap Voltage Reference

Mehdi Samavati - Samad Sheikhaei - Mohsen Jalali

A Third-Order Noise-Shaping SAR ADC With Optimized NTF Zeros for IOT Applications

Mansoure Yousefirad - Mohammad Yavari

Differentiating Brain Connectivity Networks in ADHD and Normal Children using EEG

Roqaie Moqadam - Nazila Loghmani - Alireza Khorrami Moghaddam - Armin Allahverdy

Enhancing Brain Tumor Classification in OCT Images using Local Phase Quantization Features

Naeem Eslamyeh Hamedani - Hasti Shabani

Experimental Study of Pick and Place Operation for Packaging Using Delta Parallel Robot with Two-Fingered Gripper

Mona Mohades Mojtahedi - Arvin Mohammadi - Mehdi Tale Masouleh

PAVID-CVs: Persian Audio-Visual Database of CV syllables

Mahsa Hedayatipour - Yasser Shekofteh - Mohsen Ebrahimi Moghaddam

Wind-Robust Sea-Ice Discrimination from Sentinel-1 Texture Features

Parsa Shamsaddini - Ahmad Keshavarz - Stefano Zecchetto

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

Marzieh Jamalabadi - Mahyar Naraghi - Iman Sharifi - Elnaz Firouzmand

Intelligent Near-Infrared Spectroscopy for Blood Glucose Level Classification

Shahrooz Sharifi - Amirhossein Maddah-Torghabehi - Mohammad-Reza Akbarzadeh-Totonchi

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.8.0