Bulletin of Electrical Engineering and Informatics
Vol 8, No 2: June 2019

Detection of Aedes aegypti larvae using single shot multibox detector with transfer learning

Mohamad Aqil Mohd Fuad (Universiti Teknikal Malaysia Melaka (UTeM))
Mohd Ruddin Ab Ghani (Universiti Teknikal Malaysia Melaka (UTeM))
Rozaimi Ghazali (Universiti Teknikal Malaysia Melaka (UTeM))
Tarmizi Ahmad Izzuddin (Universiti Teknikal Malaysia Melaka (UTeM))
Mohamad Fani Sulaima (Universiti Teknikal Malaysia Melaka (UTeM))
Zanariah Jano (Universiti Teknikal Malaysia Melaka (UTeM))
Tole Sutikno (Universitas Ahmad Dahlan (UAD))



Article Info

Publish Date
01 Jun 2019

Abstract

The flavivirus epidemiology has reached an alarming rate which haunts the world population including Malaysia. In fact, World Health Organization has proposed and practised many methods of vector control through environmental management, chemical and biological orientations but still cannot fully overcome the problem. This paper proposed a detection of Aedes Aegypti larvae in water storage tank using Single Shot Multibox Detector with transfer learning. The objective of the study was to acquire the training and the performance metrics of the detection. The detection was done using SSD with Inception_V2 through transfer learning. The experimental results revealed that the probability detection scored more than 80% accuracies and there was no false alarm. These results demonstrate the effectiveness of the model approach.

Copyrights © 2019






Journal Info

Abbrev

EEI

Publisher

Subject

Electrical & Electronics Engineering

Description

Bulletin of Electrical Engineering and Informatics (Buletin Teknik Elektro dan Informatika) ISSN: 2089-3191, e-ISSN: 2302-9285 is open to submission from scholars and experts in the wide areas of electrical, electronics, instrumentation, control, telecommunication and computer engineering from the ...