Martin Rogers

Machine Learning Research Scientist

Martin Rogers

Team

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Martin Rogers

Biography

I am a machine learning researcher in the Artificial Intelligence (AI) Lab at the British Antarctic Survey (BAS). My research primarily focusses on the application of machine learning techniques to detect features in satellite imagery, including multispectral visible and Synthetic Aperture Radar (SAR) datasets. I have recently trained a convolutional neural network, ViSual_IceD for the detection of sea ice in concurrent mutlispectral and SAR imagery. I am passionate about potential use cases for this work, including as an data source for Autonomous Marine Operations and Planning and for improving information on sea ice conditions for habitat monitoring.

I hold a PhD from the University of Cambridge, where I applied AI techniques, including convolutional neural networks, to automatically detect coastal features and land covers in satellite imagery.

I am also working on the DeepSensor project, using neural processes for cloud infilling of fine resolution multispectral imagery of sea ice conditions.

Research interests

Collaborations

Rogers, M.S.J, Fox, M., Fleming, A., van Zeeland, L., Wilkinson, J. and Hosking, J.S., 2024. Sea ice detection using concurrent multispectral and synthetic aperture radar imagery. arXiv preprint: https://doi.org/10.48550/arXiv.2401.06009

Bojko, J., Reinke, A.W., Stentiford, G.D., Williams, B., Rogers, M.S.J and Bass, D., 2022. Microsporidia: a new taxonomic, evolutionary, and ecological synthesis. Trends in Parasitology. doi: https://doi.org/10.1016/j.pt.2022.05.007

Rogers, M. S. J., Bithell, M., Brooks, S. M and Spencer, T. 2021. VEdge_Detector: automated coastal vegetation edge detection using a convolutional neural network. International Journal of remote sensing. http://dx.doi.org/10.1080/01431161.2021.1897185

Arundell, K.L., Dubuffet, A., Wedell, N., Bojko, J., Rogers, M.S.J and Dunn, A.M., 2019. Podocotyle atomon (Trematoda: Digenea) impacts reproductive behaviour, survival and physiology in Gammarus zaddachi (Amphipoda). Diseases of aquatic organisms, 136(1), pp.51-62. https://doi.org/10.3354/dao03416

Rogers, M. 2016. Can Structure from Motion determine the efficacy of river re-meandering as a natural flood management measure? Available online: https://www.researchgate.net/profile/Martin_Rogers7

Publications from NERC Open Research Archive

2024

Stokholm, Andreas, Buus-Hinkler, Jørgen, Wulf, Tore, Korosov, Anton, Saldo, Roberto, Pedersen, Leif Toudal, Arthurs, David, Dragan, Ionut, Modica, Iacopo, Pedro, Juan, Debien, Annekatrien, Chen, Xinwei, Patel, Muhammed, Cantu, Fernando Jose Pena, Turnes, Javier Noa, Park, Jinman, Xu, Linlin, Scott, Katharine Andrea, Clausi, David Anthony, Fang, Yuan, Jiang, Mingzhe, Taleghanidoozdoozan, Saeid, Brubacher, Neil Curtis, Soleymani, Armina, Gousseau, Zacharie, Smaczny, Michał, Kowalski, Patryk, Komorowski, Jacek, Rijlaarsdam, David, van Rijn, Jan Nicolaas, Jakobsen, Jens, Rogers, Martin Samuel James ORCIDORCID record for Martin Samuel James Rogers, Hughes, Nick, Zagon, Tom, Solberg, Rune, Longépé, Nicolas, Kreiner, Matilde Brandt. (2024) The AutoICE Challenge. Cryosphere, 18 (). 24 pp. 10.5194/tc-18-3471-2024

Rogers, Martin S.J. ORCIDORCID record for Martin S.J. Rogers, Fox, Maria ORCIDORCID record for Maria Fox, Fleming, Andrew ORCIDORCID record for Andrew Fleming, van Zeeland, Louisa, Wilkinson, Jeremy ORCIDORCID record for Jeremy Wilkinson, Hosking, J. Scott ORCIDORCID record for J. Scott Hosking. (2024) Sea ice detection using concurrent multispectral and synthetic aperture radar imagery. Remote Sensing of Environment, 305 (). 14 pp. 10.1016/j.rse.2024.114073

2023

Warren, Daniel A., Burgess, Amy L., Prati, Sebastian, Bacela-Spychalska, Karolina, Rogers, Martin S.J. ORCIDORCID record for Martin S.J. Rogers, Bojko, Jamie. (2023) Histopathological screening of Pontogammarus robustoides (Amphipoda), an invader on route to the United Kingdom. Journal of Invertebrate Pathology, 200 (). 12 pp. 10.1016/j.jip.2023.107970

2022

Bojko, Jamie, Reinke, Aaron W., Stentiford, Grant D., Williams, Bryony, Rogers, Martin S.J. ORCIDORCID record for Martin S.J. Rogers, Bass, David. (2022) Microsporidia: a new taxonomic, evolutionary, and ecological synthesis. Trends in Parasitology, 38 (). pp. 10.1016/j.pt.2022.05.007