Site: Old Road Campus
Research Building: Old Road Campus Research Building
I am a postdoctoral researcher at the IBME, University of Oxford, working with Professor Alison Noble. I completed my PhD at the University of East Anglia, supervised by Professor Beatriz De La Iglesia, as part of the AgriFoRwArdS Centre for Doctoral Training.
My PhD focused on evaluating agricultural precision spraying systems without the use of traditional manual methods. This was achieved by using Computer Vision and Deep Learning to be able to classify and quantify spray deposit volumes on target weeds and non-target crops. The project utilised eXplainable Artificial intelligence to further understand regions of interest Deep Learning model use for prediction. My PhD was completed in collaboration with Syngenta.
Rogers, H., De La Iglesia, B., & Zebin, T. (2023) Evaluating the Use of Interpretable Quantized Convolutional Neural Networks for Resource-Constrained Deployment, Proceedings of the 15th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management, 1, pp.109-120. (Won Best Conference Paper)
Rogers, H., De La Iglesia, B., Zebin, T. et al. Advancing precision agriculture: domain-specific augmentations and robustness testing for convolutional neural networks in precision spraying evaluation. Neural Comput & Applic 36, 20211–20229 (2024). https://doi.org/10.1007/s00521-024-10142-0
Rogers, H., De La Iglesia, B., Zebin, T., Cielniak, G., Magri, B.: Deep Learning for Precision Agriculture: Post-Spraying Evaluation and Deposition Estimation. ArXiv e-prints, 2024
Professor Alison Noble - Academic