Video
Link: Applied Machine Learning Final Project
Slides
References
Background Research
- EPA. (2018, July 19). Pollinator Health Concerns. EPA. https://www.epa.gov/pollinator-protection/pollinator-health-concerns.
- Michigan State University Department of Entolomogy. (n.d.). Pollination. Native Plants and Ecosystem Services. https://www.canr.msu.edu/nativeplants/pollination/.
- Schwartz, J., Kuenzle, M., & Pinsky, D. (2014, June 18). Save the Bees. Greenpeace USA. https://www.greenpeace.org/usa/sustainable-agriculture/save-the-bees/.
- University of Arkansas Department of Agriculture. (n.d.). The importance of pollinators. Bees as Pollinators; Arkansas Pollinators. https://www.uaex.edu/farm-ranch/special-programs/beekeeping/pollinators.aspx.
Data
- Rodriguez, I. F. (2018, November 20). Honey Bee pollen. Kaggle. https://www.kaggle.com/ivanfel/honey-bee-pollen.
Literature Review
- Rodriguez, I. F., Megret, R., Acuna, E., Agosto-Rivera, J. L., & Giray, T. (2018). Recognition of Pollen-Bearing Bees from Video Using Convolutional Neural Network. 2018 IEEE Winter Conference on Applications of Computer Vision (WACV). https://doi.org/10.1109/wacv.2018.00041
- Sledevic, T. (2018). The Application of Convolutional Neural Network for Pollen Bearing Bee Classification. 2018 IEEE 6th Workshop on Advances in Information, Electronic and Electrical Engineering (AIEEE). https://doi.org/10.1109/aieee.2018.8592464
Presentation Photos
- Brown, K. (2020, July 12). Photo by Kelsey Brown on Unsplash. Beautiful Free Images & Pictures. https://unsplash.com/photos/DUH-BOpXtAA.
- Honey Bee PNG Images: Honey Bee Transparent PNG. Vippng. (n.d.). https://www.vippng.com/ps/honey-bee/.
Code: honeybeeCNN.py