Projects 13
Publications 17
Awards 0

Contact Details

Research Officer

Biography

Originally from Paris, France, Lucas Langlois completed a Bachelor of Science in Biology at Pierre and Marie Curie University in 2011, followed by a Master of Science in Marine Biology at James Cook University in 2013. His master’s research investigated physiological acclimation in corals.

Lucas is now a Senior Research Worker with TropWATER at James Cook University, specialising in the application of artificial intelligence, drones and remote sensing to coastal and marine monitoring. His work focuses particularly on mapping and assessing seagrass habitats and marine megafauna using imagery collected from drones, crewed aircraft and satellites.

Lucas develops end-to-end image-analysis and spatial-modelling workflows, including deep-learning models for object detection and image segmentation, automated assessment of seagrass photoquadrats, and high-resolution habitat mapping. He has particular expertise in R and Python, geospatial analysis, data management, and temporal and spatial modelling, including Bayesian methods.

Since joining JCU, Lucas has contributed to a broad range of research and monitoring programs examining seagrass condition and productivity across environmental gradients such as light, temperature, carbon dioxide and nutrient availability. His work has included extensive field and laboratory research, long-term seagrass and water-quality monitoring, statistical analysis, data management and scientific reporting.

Lucas’s current research aims to make large-scale marine monitoring more efficient, repeatable and informative by integrating ecological expertise with emerging AI and remote-sensing technologies. He works across multidisciplinary projects to translate these methods into practical tools for research, environmental management and conservation.

Research

Research Interests

- Seagrass and marine megafauna monitoring, habitat mapping, spatial ecology and conservation.

- Develop new monitoring approaches using artificial intelligence, drones, crewed aerial imagery and satellite remote sensing.

- Apply deep-learning methods, including object detection and image segmentation, to automate the analysis of ecological imagery. 

- Develop spatial and temporal models to assess environmental patterns, habitat condition and change over time.

- Translate emerging technologies into practical and reproducible tools for marine research, environmental management and conservation. 

Projects

Output

Smith, T.; Collier, C.; Evans, C.; Barrett, D.; Barrett, E.; Forsman, S.; Settli, E.; Whitman, K.; Langlois, L.; Kerr, R.; Wilkins, S.; Kellett, D.; Groom, R.; Lawrence, E.; Carter, A. (2025) Fish Communities and Benthic Monitoring of Marra Sea Country in the Gulf of Carpentaria. Cairns, QLD, Australia: [Report]
Other Publication ResearchOnline@JCU
Cleguer, C.; Hamel, M.A.; Rankin, R.W.; Langlois, L.; Edwards, C.; Marsh, H. (2024) 2023 Dugong Aerial Survey: Mission Beach to Cape York. Townsville, QLD, Australia: [Report] [DOI]
Other Publication Open Access ResearchOnline@JCU
Langlois, Lucas A.; Collier, Catherine J.; McKenzie, Len J. (2022) Subtidal Seagrass Detector: Development and preliminary validation. Cairns, QLD, Australia: [Report]
Other Publication ResearchOnline@JCU
McKenzie, L.J.; Collier, C.J.; Langlois, L.A.; Yoshida, R.L.; Uusitalo, J.; Waycott, M. (2021) Marine Monitoring Program: Annual Report for Inshore Seagrass Monitoring 2019–20. Townsville: [Report]
Other Publication Open Access ResearchOnline@JCU
Collier, Catherine J.; Langlois, Lucas; Zemoi, Rahel; Martin, Katherine; McKenzie, Len (2016) Developing and refining biological indicators for condition assessments in an integrated monitoring program. Cairns, Australia: [Report]
Other Publication Open Access ResearchOnline@JCU
Collier, Catherine J.; Devlin, Michelle; Langlois, Lucas; McKenzie, Len J.; Petus, Caroline; Da Silva, Eduardo Teixeira; McMahon, Kathryn; Adams, Matthew; O'Brien, Kate; Statton, John; Waycott, Michelle (2014) Final report on thresholds and indicators of declining water quality as tools for tropical seagrass management. Townsville, Australia: [Report]
Other Publication ResearchOnline@JCU
Langlois, Lucas A.; Collier, Catherine J.; McKenzie, Len J. (2023) 'Subtidal seagrass detector: development of a deep learning seagrass detection and classification model for seagrass presence and density in diverse habitats from underwater photoquadrats'. Frontiers in Marine Science, 10 . [DOI]
Journal Publication Open Access ResearchOnline@JCU
McKenzie, Len J.; Langlois, Lucas A.; Roelfsema, Chris M. (2022) 'Improving Approaches to Mapping Seagrass within the Great Barrier Reef: From Field to Spaceborne Earth Observation'. Remote Sensing, 14 (11). [DOI]
Journal Publication Open Access ResearchOnline@JCU
Collier, C.J.; Langlois, L.M.; McMahon, K.M.; Udy, J.; Rasheed, M.; Lawrence, E.; Carter, A.B.; Fraser, M.W.; McKenzie, L.J. (2021) 'What lies beneath: predicting seagrass below-ground biomass from above-ground biomass, environmental conditions and seagrass community composition'. Ecological Indicators, 121 . [DOI]
Journal Publication Open Access ResearchOnline@JCU
Collier, Catherine; Langlois, Lucas; Ow, Yan; Johansson, Charlotte; Giammusso, Manuela; Adams, Matthew; O'brien, Katherine; Uthicke, Sven (2018) 'Losing a winner: thermal stress and local pressures outweigh the positive effects of ocean acidification for tropical seagrasses'. New Phytologist, 219 (3):1005-1017. [DOI]
Journal Publication ResearchOnline@JCU
Adams, Matthew P.; Collier, Catherine J.; Uthicke, Sven; Ow, Yan X.; Langlois, Lucas; O'brien, Katherine R. (2017) 'Model fit versus biological relevance: evaluating photosynthesis-temperature models for three tropical seagrass species'. Scientific Reports, 7 :1-12. [DOI]
Journal Publication Open Access ResearchOnline@JCU
Collier, Catherine J.; Xiang, Yan Ow; Langlois, Lucas; Uthicke, Sven; Johansson, Charlotte; Hrebien, Victoria; O'Brien, Kate; Adams, Matthew P. (2017) 'Optimum temperatures for net primary productivity of three tropical seagrass species'. Frontiers in Plant Science, 8 :1-32. [DOI]
Journal Publication ResearchOnline@JCU
Wilkinson, Adam D.; Collier, Catherine J.; Flores, Florita; Langlois, Lucas; Ralph, Peter J.; Negri, Andrew P. (2017) 'Combined effects of temperature and the herbicide diuron on Photosystem II activity of the tropical seagrass Halophila ovalis'. Scientific Reports, 7 :1-11. [DOI]
Journal Publication Open Access ResearchOnline@JCU
Collier, C.J.; Adams, M.P.; Langlois, L.; Waycott, M.; O'Brien, K.R.; Maxwell, P.S.; McKenzie, L. (2016) 'Thresholds for morphological response to light reduction for four tropical seagrass species'. Ecological Indicators, 67 :358-366. [DOI]
Journal Publication ResearchOnline@JCU
Langlois, Lucas A.; Hoogenboom, Mia O. (2014) 'Capacity for short-term physiological acclimation to light does not control the lower depth distributions of branching corals'. Marine Ecology Progress Series, 508 :149-162. [DOI]
Journal Publication Open Access ResearchOnline@JCU
Navarro, Alejandro; Langlois, Lucas; Smith, Caitlin; Collier, Catherine; Carter, Alexandra (2025) AMSA 2025: 59th Australian Marine Sciences Association Conference Improving Intertidal Seagrass Spatial Modelling in Tropical Northern Australia Melbourne, VIC, Australia, .
Conference Contribution ResearchOnline@JCU
Carter, Alexandra; Collier, Catherine; Groom, Rachel; McMahon, Kathryn; Langlois, Lucas; Coles, Robert; Smith, Timothy; Smith, Caitlin; Navarro Otero, Alejandro; Cleguer, Christophe; li-Anthawirriyarra Sea Rangers; Normanton Rangers; Burketown Rangers; Numbulwar Numburindi Rangers; Yugul Mangi Rangers; Torres Strait Regional Authority Land and Sea Rangers; David, Madeina; Girringun Rangers; Seven Rivers Aboriginal Corporation; Tiwi Rangers; Armstrong, Jessica; Verrier, Frances; Vea, Jonathan; Angus, Laura; Karajarri Traditional Lands Association; Wellesley Islands Rangers (2025) AMSA 2025: 59th Australian Marine Sciences Association Conference Northern Australia's Amazing and Diverse Seagrass Habitats: From Historical Insights to Future Priorities Melbourne, VIC, Australia, .
Conference Contribution ResearchOnline@JCU