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
Design and Simulation of Ultra High power X-band Rotary Joint with a Matching Choke
Mohammad Bod - Seyed mohammad Hashemi
A Mathematical 3D Solution to Efficiently Locate Drones in 5G Wireless Networks
Mina Taghavi - Jamshid Abouei
Texture description and Face Recognition using Weighted Local Patch Distance Vectors
Ziba Javanmardi - Farzam Mohebbi - Seyed Saeed Hayati
Multi wasserstien distance
Atefeh Ziaei Moghadam - Hamed Azarnoush - Seyyed Ali Seyyedsalehi
Optimal Control of Rectangular Singular Systems
Masoud Shafiee
Design Investigation of a Broadband Polarization Rotator Using SIW Technology with T-Shaped Slots
Amin Azimi - Mohammad.H Neshati
Improving the Accuracy of the Annotation Algorithm in Pattern-Based Tennis Game Video
Azam Bastanfard - Dariush Amirkhani
(Room Temperature Chemiresistor H2S Gas Sensor based on ZnS/PbS Core-Shell Quantum Dots(CSQDs
Mojtaba Azimi - Ali Rostami
Parkinson’s Disease Classification Using Continuous Wavelet Transform and Ensemble Convolutional Neural Networks on EEG Signals
Seyed Pedram Monazami - Raheleh Davoodi
Investigating the Effects of Adding Distributed Generation Resources to the Distribution Networks on their Protection System Performance
Morteza Abbasghorbani - Elham Vahed
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2