سمپوزیوم منطقه ای نوآوری در علم و فناوری

صفحه اصلی / دومین سمپوزیوم منطقه ای نوآوری در علم و فناوری

Classification of Non-Alcoholic Fatty Liver Disease Using Ultrasound Imaging and Deep Texture Representation

نویسندگان :

ALI FAROOGHI¹

1- دانشگاه آزاد اسلامی واحد بیرجند

کلمات کلیدی :

NAFLD،Ultrasound،Deep Learning،Statistical Analysis،Convolutional Neural Networks

چکیده :

Abstract—Non-Alcoholic Fatty Liver Disease (NAFLD) is one of the most prevalent chronic liver diseases globally, driven by increasing obesity rates and unhealthy lifestyles. Early diagnosis of NAFLD is crucial for preventing its progression to more severe stages, such as steatohepatitis and cirrhosis. Ultrasound imaging is widely employed for screening and monitoring NAFLD due to its non-invasive nature and accessibility. However, manual interpretation of ultrasound images can be subjective and prone to inaccuracies. This study introduces an automated classification method for NAFLD based on deep texture representation using Convolutional Neural Networks (CNN) and statistical analysis. Ultrasound images from 220 patients (120 with NAFLD, 100 healthy) were processed using MATLAB, and the performance of the model was evaluated through statistical analysis using SPSS. The proposed model achieved an accuracy of 94.3%, sensitivity of 91.8%, and specificity of 96.1%. The impact of different texture parameters on the model’s performance was analyzed, and a comparison with other machine learning approaches was provided.

لیست مقالات

لیست مقالات بایگانی شده

Gene Detection of Some Virulence Factors In Klebsiella Pneumoniae Isolated From UTI

Sara hadi Jassim

Providing an optimization scheme for energy planning in a micro grid connected to the residential grid

Mohammad reza Mohammadiyan asiabar

SEROLOGICAL AND MOLECULAR DETECTION OF HIGHLY PATHOGENIC AVIAN INFLUENZA OF LAYER HENS CIRCULATING IN DIYALA GOVERNORATE

Zainab Abd Awan Al-Talabani

Monte Carlo modelling of Siemens Artiste linac head and the 160 MLC and assessment of dose maps for IMRT and 3D-CRT plans

Hashem Miri-Hakimabad - Elie Hoseinian-Azghadi - Laleh Rafat-Motavalli - Taylan Tuğrul - Niloofar Rafat-Motavalli - Vida Khodabandeh-Baygi - Mahdieh Dayyani

Phage display technology as a tool for vaccine development

Gholamreza Hashemi Tabar - Patrick Carnegie

Mineralogy of atmospheric dust and potential risk of silicosis in residents of Saleh-Abad region (NE-Iran)

Amineh Darrudi - Mohamad Hosein Mahmudy Gharaie - Masumeh Taheri - Masood Minaee

Magneto-impedance and Magnetic Sensitivity of FeCoSiB Nano crystalline Micro-wires under Applied Longitudinal Stress

Ali ِDadsetan

Antidiabetic activity of Citrullus colocynthis compounds against glycogen phosphorylase using molecular docking

Zahra Shakeri - Reza Shidpour

Stainless steel meshes coated with layered double hydroxide/graphene oxide nanocomposite used for water desalination

Fahimeh Foroutan - Hossein Ahmadzadeh - Maryam Davardoostmanesh

Synthesis and Characterization of CNT-TiO2 Nanocomposite Nanofluids for Enhanced Heat Transfer

Elahe Khosravifard - Masoud Salavati-Niasari

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 41.3.1