0% Complete
صفحه اصلی
/
سی و سومین کنفرانس بین المللی مهندسی برق
Melanoma Detection Using Multi-Color LBP-FPl and Optimized VGG16
نویسندگان :
Vida Esmaeili
1
Mahmood Mohassel Feghhi
2
1- دانشکده مهندسی برق و کامپیوتر، دانشگاه تبریز، تبریز، ایران
2- دانشکده مهندسی برق و کامپیوتر، دانشگاه تبریز، تبریز، ایران
کلمات کلیدی :
Dermoscopy images،Melanoma،Multi-color LBP-FPl،Optimized VGG16
چکیده :
Melanoma is the most serious and deadly kind of skin cancer, which arises from a gene mutation in melanocytes. It can be overgrown and spread throughout the body. Thus, early and prompt detection is required to avoid adverse effects from this disease. However, the challenges of melanoma early diagnosis are widely known such as the similarity of nevus and melanoma, variation in skin lesion sizes, and color variety. In this paper, we propose combining the multi-color Local Binary Pattern on Five Planes (multi-color LBP-FPl) and optimized VGG16 for automatic melanoma detection. First, the lesion region in the dermoscopic image is detected using an Active Contour (AC) model. Second, the multi-color method splits the lesion area into three color channels. Then, five planes are applied to lesion blocks in various color channels to compute the multi-color LBP-FPl feature. Finally, the extracted features are fed to optimized VGG16. Simulation results show that melanoma has been automatically detected in 99% on the used datasets using our proposed method.
لیست مقالات
لیست مقالات بایگانی شده
Optimal Path Planning and Control of a Hexarotor with Mass Uncertainty in the Presence of Dynamic Obstacles and Wind Using Sliding Mode and Adaptive PSO Algorithm
Nima Sina - Peyman Amiri - Mohammad Danesh
Electricity Tariff Volatility Mitigation Using Uncertainty-Diminution and Hedge Contracts along with Risk Management Policies
Majid Moazzami - Hossein Shahinzadeh - Majid Najafi - Zohreh Azani - Shohreh Azani - Gevork B. Gharehpetian
Adaptive dynamic programming for kinematic control of 3 interconnected wheeled mobile robots
Aliakbar Ghasemzadeh - Roya Amjadifard - Ali Keymasi Khalaji
A New Model of Interleaved Boost CF-CLLC Integrated Resonant Converter with Fixed-Frequency PWM Control for Renewable Energy Applications in Fuel Cell and Battery-Powered Electric Vehicles
Mina Taheri - Hossein Askariyan Abyane
طراحی و مدلسازی امولاتور دریچه گاز الکترونیکی برای کاربرد در خودرو
محمدرضا درزی - مجید شالچیان
Ultra-wideband RCS Reduction Using Checkerboard Configuration of Bed of Nails
Sadegh Sarjoughian - Mohsen Maddahali - Ahmad Bakhtafrouz
بازسازی تصاویر رادار دهانه مصنوعی با استفاده از نمایش تنک مبتنی بر گروه
محبوبه خدرزاده - صادق صمدی
تشخیص حضور انسان در خانه های هوشمند با استفاده از شبکه ی بی سیم محلی
امیرمحمد بصیرت - نغمه سادات مویدیان
Transfer learning using deep convolutional neural network for predicting dementia severity
Vahid Asayesh - Mehdi Dehghani - Majid Torabi Nikjeh - Sepideh Akhtari khosrowshahi
The Design of Fractional I-LQR Controller for Constrained Quadrotor Using Grasshopper Optimization Algorithm
Vahid Safari Dehnavi - Masoud Shafiee
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.5.3