کنفرانس مهندسی برق ایران

صفحه اصلی / سی امین کنفرانس بین المللی مهندسی برق

An Investigation on Transfer Learning for Classification of COVID-19 Chest X-Ray Images with Pre-trained Convolutional-based Architecture

نویسندگان :

Mobina Abdoli Nemati¹ ََAmirreza Baba Ahmadi²

1- دانشگاه علم و صنعت ایران 2- دانشگاه تهران

کلمات کلیدی :

Deep Learning،Transfer Learning،COVID-19 Detection،Medical Computer Vision،Medical Image Analysis

چکیده :

Medical image analysis techniques has been found useful for rapid identification of COVID-19. Since it's difficult to find important visual features for a large number of patients, machine learning methods have been found promising to diagnose whether one is infected or not. Since, there are many approaches of using convolutional-based architectures for medical image analysis tasks, we have used the most famous and potent deep neural networks to provide a concise and reliable source of information on transfer learning-based methods to open the road for more advanced studies. This article presents an investigation on 27 pre-trained convolutional neural networks to recognize the existence of COVID-19 in medical chest X-ray images. In this study, we have used a binarized version of the few public datasets from COVID-19 patients and non-COVID subjects. The evaluated results from 5-fold cross validation show that architectures such as: EfficientNet networks, MobileNet, Inception-ResNetV2, NasNet-Large give a superior performance on the aforementioned binary pattern recognition task.

لیست مقالات

لیست مقالات بایگانی شده

طراحی خودرمزگذار متغیر جهت تشخیص عیب در بیرینگ‌های غلتشی

مریم آهنگ - مهدی علیاری شوره‌دلی

ساخت حسگر رطوبت مقاومتی با استفاده از نانوذره اکسید گرافن بر پایه الکترودهای شانه ای

ندا قربانی - سمانه حامدی

مکان یابی اهداف در محیط مختلط دید مستقیم و غیر مستقیم مبتنی بر اندازه گیری های RSS و TOA با مدل احتمالاتی

محمدرضا شمسیان - فریدون بهنیا

Designing a Suitable Antenna and Simple Receiver for Detection of Partial Discharge in the UHF Band

Seyed Hossein Kasaei - Mohammad Hamed Samimi

Cascaded Multilevel Inverter with Reduced Switch Count

Mohammadamin Aalami - Ebrahim Babaei - Saeid Ghassem Zadeh

A Deep Learning-Based Model for House Number Detection And Recognition

Roghaiyeh Tayefeh Younesi - Jafar Tanha - Samaneh Namvar - Sahar Hassanzadeh Mostafaei

Impact of Sierpinski fractal shape on the performance of ultrathin-film silicon solar cells

Mohammad Ali Shameli - Sayyed Reza Mirnaziry - Leila Yousefi

بکارگیری تکنیک کنترل مقاوم جهت طراحی مسیر حرکت خودرو در مانورهای اضطراری ممانعت از برخورد

محمد امین قماشی - رضا کاظمی

Automated Optic Disc Segmentation in Low-Quality Retinopathy of Prematurity Retinal Images

Abolfazl Karimiyan Abdar - Reza AghaeiZadeh Zoroofi - Naser Shoeibi - Sare Safi - Alireza Ramezani - Homayoun Nikkhah - Hamid Safi - Mohammad Reza Ansari Astaneh

Electronic properties of 2D perovskites NMA2PbBr4 and NEA2PbBr4 for PeLED applications: first principle approach

Samad Shokouhi - Seyedeh bita Saadatmand - Vahid Ahmadi

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2