Combining of Transfer Learning with Faster-RCNN For Aedes Aegyti Larvae Detection Article Swipe
Muhammad Fuad
,
Fauzal Naim Zohedi
,
M Ghani
,
Rozaimi Ghazali
,
Tarmizi Ahmad Izzuddin
·
YOU?
·
· 2019
· Open Access
·
· DOI: https://doi.org/10.35940/ijrte.b1145.0782s619
YOU?
·
· 2019
· Open Access
·
· DOI: https://doi.org/10.35940/ijrte.b1145.0782s619
The dengue epidemiology episode has become one of the global phenomena especially the rain forest countries including Malaysia. Environmental management, the used of chemical and biological environment are control strategies that has been proposed and practiced by World Health Organization. However, based on statistic al of dengue cases, there is still no concrete solution in curbing this problem especially at non-accessible places. This paper proposed a study on detection Aedes Aegypti larvae in water storage tank by combining transfer learning with Faster-RCNN. The purpose of the study is to acquire train and validation losses along with detection performance metrics. The experimental results disclose that the probability detection has scored 97.01% while false alarm has scored 5.97%. Those significant value has depicted that the trained model has high detection accuracies.
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Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.35940/ijrte.b1145.0782s619
- https://doi.org/10.35940/ijrte.b1145.0782s619
- OA Status
- diamond
- References
- 18
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4235072935
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4235072935Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.35940/ijrte.b1145.0782s619Digital Object Identifier
- Title
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Combining of Transfer Learning with Faster-RCNN For Aedes Aegyti Larvae DetectionWork title
- Type
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articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2019Year of publication
- Publication date
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2019-09-16Full publication date if available
- Authors
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Muhammad Fuad, Fauzal Naim Zohedi, M Ghani, Rozaimi Ghazali, Tarmizi Ahmad IzzuddinList of authors in order
- Landing page
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https://doi.org/10.35940/ijrte.b1145.0782s619Publisher landing page
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https://doi.org/10.35940/ijrte.b1145.0782s619Direct link to full text PDF
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YesWhether a free full text is available
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diamondOpen access status per OpenAlex
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https://doi.org/10.35940/ijrte.b1145.0782s619Direct OA link when available
- Concepts
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Dengue fever, Aedes aegypti, Statistic, Transfer of learning, ALARM, Artificial intelligence, Constant false alarm rate, Computer science, Machine learning, Larva, Aedes, Environmental science, Environmental health, Statistics, Biology, Engineering, Medicine, Mathematics, Ecology, Virology, Aerospace engineeringTop concepts (fields/topics) attached by OpenAlex
- Cited by
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0Total citation count in OpenAlex
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10Other works algorithmically related by OpenAlex
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