Publications
2024
Grijalva, I., Adams H.B., Clark, N., & McCornack, B. Detecting and counting sorghum aphid alates using smart computer vision models. Ecological Informatics 80:102540 (2024). https://doi.org/10.1016/j.ecoinf.2024.102540
Grijalva, I., Skidmore, A.R., Milne, M.A., Olaya-Arenas, P., Kaplan, I., Foster, R.E., & Yaninek, J. S. Integrated pest management enhances biological control in a US midwestern agroecosystem by conserving predators and non-pest prey. Agriculture, Ecosystems & Environment 368:109009 (2024). https://doi.org/10.1016/j.agee.2024.109009
Grijalva, I., Kang, Q., Flippo, D., Sharda, A., & McCornack, B. Unconventional strategies for aphid management in sorghum. Insects 15(7):475 (2024). https://doi.org/10.3390/insects15070475
Grijalva, I., Clark, N., Hamilton, E., Orpin, C., Perez, C., Schaefer, J., Vogts, K., & McCornack, B. Comprehensive wheat coccinellid detection dataset: essential resource for digital entomology. Data in Brief 110585 (2024) https://doi.org/10.1016/j.dib.2024.110585.
Rahman, R., Indris C., Bramesfield G., Zhang T., Li K., Chen X., Grijalva I., McCornack B., Flippo B., Sharda A., & Wang, G. A new dataset and comparative study for real-time aphid cluster detection and segmentation. Journal of Imaging 10 (5): 114 (2024). https://doi.org/10.3390/jimaging10050114
Craigie, G., Hefley, T., Grijalva, I., Ciampitti, I. A., Goodin, D. G., & McCornack, B. Detecting sorghum aphid infestation in grain sorghum using leaf spectral response. Sci Rep 14, 14053 (2024). https://doi.org/10.1038/s41598-024-64841-8
Grijalva, I., Adams H.B., Clark, N., & McCornack, B (2024). Development of a Japanese beetle detection system using unmanned aerial vehicles (UAVs) and mobile images through deep learning. Manuscript in peer review.
2023
Grijalva, I., Spiesman, B., & McCornack, B. Computer vision model for sorghum aphid detection using deep learning. Journal of Agriculture and Food Research, 13, 100652 (2023). https://doi.org/10.1016/j.jafr.2023.100652
Zhang, T., Li, K., Chen, X., Zhong, C., Luo, B., Grijalva, I., McCornack, B., Flippo, D., Sharda, A. & Wang, G. Aphid cluster recognition and detection in the wild using deep learning models. Sci Rep 13, 13410 (2023). https://doi.org/10.1038/s41598-023-38633-5
Wang, C., Grijalva, I., Caragea, D., & McCornack, B. Detecting of common coccinellids found in sorghum using deep learning models. Sci Rep 13, 9748 (2023). https://doi.org/10.1038/s41598-023-36738-5
Zhang, T., Li, K., Chen, X., Zhong, C., Luo, B., Grijalva, I., McCornack, B., Flippo, D., Sharda, A., & Wang, G. A new dataset and comparative study for aphid cluster detection. In 2nd AAAI Workshop on AI for agriculture and food systems (2023). https://doi.org/10.48550/arXiv.2307.05929
2022
Grijalva, I., Spiesman, B., & McCornack, B. Image classification of sugarcane aphid density using deep convolutional neural networks. Smart Agricultural Technology, 3, 100089 (2022). https://doi.org/10.1016/j.atech.2022.100089
2019
Milne, M. A., Louderman, J., Foster, B., Grijalva, I., Lewis, J. J., Bishop, L., Deno, B. L., Acosta, J., Frandsen, L., & Stern, E. More spiders in Indiana: 100 new and updated distribution records. In Proceedings of the Indiana Academy of Science (Vol. 128, No. 1, pp. 87-105 (2019)). https://www.researchgate.net/publication/339036734