116
Views
16
CrossRef citations to date
0
Altmetric
Articles

Exploring capsule networks for disease classification in plants

, &

References

  • S. Durugkar and R. C. Poonia, “Optimum utilization of natural resources for home garden using wireless sensor networks,” Journal of Information and Optimization Sciences, vol. 38, no. 6, pp. 1077-1085, 2017. doi: 10.1080/02522667.2017.1380391
  • U.A. Schneider, P. Havlík, E. Schmid, H. Valin, A. Mosnier, M. Obersteiner, H. Böttcher et al., “Impacts of population growth, economic development, and technical change on global food production and consumption,” Agricultural Systems, vol. 104, no. 2, pp. 204-215, 2011. doi: 10.1016/j.agsy.2010.11.003
  • V. Puri, A. Nayyar and L. Raja, “Agriculture drones: A modern break-through in precision agriculture,” Journal of Statistics and Management Systems, vol. 20, no. 4, pp. 507-518, 2017. doi: 10.1080/09720510.2017.1395171
  • S. Savary, A. Ficke, J.-N. Aubertot and Clayton Hollier, “Crop losses due to diseases and their implications for global food production losses and food security,” Food Security, pp. 519-537, 2012. doi: 10.1007/s12571-012-0200-5
  • S. Sabour, N. Frosst and G. E. Hinton, “Dynamic routing between capsules,” In Advances in neural information processing systems, pp. 3856-3866, 2017.
  • K. P. Ferentinos, “Deep learning models for plant disease detection and diagnosis,” Computers and Electronics in Agriculture, vol. 145, pp. 311-318, 2018. doi: 10.1016/j.compag.2018.01.009
  • S. P. Mohanty, D. P. Hughes and M. Salathé, “Using deep learning for image-based plant disease detection,” Frontiers in plant science, vol. 7, p. 1419, 2016. doi: 10.3389/fpls.2016.01419
  • D. Hughes and M. Salathé, “An open access repository of images on plant health to enable the development of mobile disease diagnostics,” arXiv preprint arXiv:1511.08060, 2015.
  • K. Zhang, Q. Wu, A. Liu and X. Meng, “Can Deep Learning Identify Tomato Leaf Disease?,” Advances in Multimedia, vol. 2018, Article ID 6710865, 2018.
  • M. Brahimi, K. Boukhalfa and A. Moussaoui, “Deep Learning for Tomato Diseases: Classification and Symptoms Visualization,” Applied Artificial Intelligence, vol. 31, No. 4, pp. 299–315, 2017. doi: 10.1080/08839514.2017.1315516
  • Jaswal, G., & Poonia, R. C. Selection of optimized features for fusion of palm print and finger knuckle? based person authentication. Expert Systems, e12523.
  • A. Fuentes, S. Yoon, S. Kim and D. Park, “A robust deep-learning-based detector for real-time tomato plant diseases and pests recognition,” Sensors, vol. 17, no. 9, p. 2022, 2017. doi: 10.3390/s17092022
  • M. K. Patrick, A. F. Adekoya, A. A. Mighty and B. Y. Edward, “Capsule Networks–A survey,” Journal of King Saud University-Computer and Information Sciences, 2019.
  • Xiao, L., Ouyang, H., Fan, C., Umer, T., Poonia, R. C., & Wan, S. (2020). Gesture image segmentation with Otsu’s method based on noise adaptive angle threshold. Multimedia Tools and Applications, 1-22.
  • Y. Li, M. Qian, P. Liu, Q. Cai, X. Li, J. Guo, H. Yan, F. Yu, K. Yuan, J. Yu, and L. Qin, “The recognition of rice images by UAV based on capsule network,” Cluster Computing, pp. 1-10, 2018.
  • M. E. Paoletti, J. M. Haut, R. Fernandez-Beltran, J. Plaza, A. Plaza, J. Li and F. Pla, “Capsule networks for hyperspectral image classification,” IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 4, pp. 2145-2160, 2018. doi: 10.1109/TGRS.2018.2871782
  • J. Mukherjee and S. Mitra, “Enhancement of Color Images by Scaling the DCT Coefficients”, IEEE Transactions on Image Processing, vol. 17, pp. 1783–1794, 2008. doi: 10.1109/TIP.2008.2002826
  • https://github.com/XifengGuo/CapsNet-Keras. Last Accessed: November 2019

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.