Journal of
Public Health and Epidemiology

  • Abbreviation: J. Public Health Epidemiol.
  • Language: English
  • ISSN: 2141-2316
  • DOI: 10.5897/JPHE
  • Start Year: 2009
  • Published Articles: 655

Full Length Research Paper

High-accuracy detection of malaria mosquito habitats using drone-based multispectral imagery and Artificial Intelligence (AI) algorithms in an agro-village peri-urban pastureland intervention site (Akonyibedo) in Unyama Sub–County, Gulu District, Northern Uganda

Mona Minakshi
  • Mona Minakshi
  • Department of Computer Science and Engineering, University of South Florida, Tampa, FL, USA.
  • Google Scholar
Tanvir Bhuiyan
  • Tanvir Bhuiyan
  • Department of Computer Science and Engineering, University of South Florida, Tampa, FL, USA.
  • Google Scholar
Sherzod Kariev
  • Sherzod Kariev
  • Department of Computer Science and Engineering, University of South Florida, Tampa, FL, USA.
  • Google Scholar
Martha Kaddumukasa
  • Martha Kaddumukasa
  • Department of Parasitology and Entomology, Makerere University P. O. Box 7062, Kampala, Uganda.
  • Google Scholar
Denis Loum
  • Denis Loum
  • Nwoya District, Local Government, Nwoya, Uganda.
  • Google Scholar
Nathanael B. Stanley
  • Nathanael B. Stanley
  • College of Public Health, University of South Florida, Tampa, FL, USA.
  • Google Scholar
Sriram Chellappan
  • Sriram Chellappan
  • Department of Computer Science and Engineering, University of South Florida, Tampa, FL, USA.
  • Google Scholar
Peace Habomugisha
  • Peace Habomugisha
  • The Carter Center, Plot 15 Bombo Road, Kampala, Uganda.
  • Google Scholar
David W. Oguttu
  • David W. Oguttu
  • Vector Control Division, Plot 6, Loudrel Road, Kampala Ministry of Health, Uganda.
  • Google Scholar
Benjamin G. Jacob
  • Benjamin G. Jacob
  • Nwoya District, Local Government, Nwoya, Uganda.
  • Google Scholar


  •  Received: 12 February 2020
  •  Accepted: 27 May 2020
  •  Published: 31 July 2020

References

GitHub-Tzutalin/LabelImg: ️ LabelImg is a graphical image annotation tool and label object bounding boxes in image. 

View

 

Jacob B, Mwangangi JM, Mbogo CB, Novak RJ (2011). A Taxonomy of Unmixing Algorithms Using Decomposing a QuickBird Visible and Near Infra-red Pixel of an Anopheles arabiensis Habitat. Open Remote Sensing 17(3):11-24.

 

Jacob B, Novak RJ (2015). Integrating a Trimble Recon X 400 MHz Intel PXA255 Xscale CPU® Mobile Field Data Collection System Using Differentially Corrected Global Positioning System Technology and a Real-Time Bidirectional Actionable Platform within an ArcGIS Cyberenvironment for Implementing Malaria Mosquito Control. Advances in Remote Sensing 3(3):141-196.
Crossref

 

Jacob B (2019). Robustifying content-based real time video retrieval of RGB analog signatures by scalability and genericness indexed with time sequence frames for optimally delineating unsampled eco-georeferenceable capture point Anopheline gambiae s.l. aquatic foci based on similarity frame sequencing in a non-compressed geo-spectrotemporal domain. Journal of Photogrammetry and Remote Sensing (In press 2019).

 

Krizhevsky A, Sutskever I, Hinton GE (2012).Imagenet classification with deep convolutional neural networks. In Advances in Neural Information Processing Systems, pp. 1097-1105.

 

Lin TY, Goyal P, Girshick R, He K, Dollár P (2017). Focal loss for dense object detection. In Proceedings of the IEEE International Conference on Computer Vision, pp. 2980-2988.
Crossref

 

Powers DM (2011). Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation.

 

Ren S, He K, Girshick R, Sun J (2015). Faster r-cnn: Towards real-time object detection with region proposal networks. In Advances in Neural Information Processing Systems, pp. 91-99.

 

Szegedy C, Vanhoucke V, Ioffe S, Shlens J, Wojna Z (2016). Rethinking the inception architecture for computer vision. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 2818-2826.
Crossref