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Dr Zonghua Liu's Outputs (2)

Ship detection and identification for maritime security and safety based on IMO numbers using deep learning. (2024)
Presentation / Conference Contribution
KHAN, M.M.H., LIU, Z., PRABHU, R., ZHENG, H. and JAVIED, A. 2024. Ship detection and identification for maritime security and safety based on IMO numbers using deep learning. In Bouma, H., Prabhu, R., Yitzhahy, Y. and Kuijf, H.J. (eds.) Advanced materials, biomaterials, and manufacturing technologies for security and defence II: proceedings of the 2024 SPIE Security + defence, 16-20 September 2024, Edinburgh, UK. Proceedings of SPIE, 13206. Bellingham, WA: SPIE [online], paper 1320608. Available from: https://doi.org/10.1117/12.3031425

In marine safety and security, the ability to rapidly, autonomously, and accurately detect and identify ships is the highest priority. This study presents a novel approach using deep learning to accurately identify ships based on their International... Read More about Ship detection and identification for maritime security and safety based on IMO numbers using deep learning..

Machine-learning-based size estimation of marine particles in holograms recorded by a submersible digital holographic camera. (2023)
Presentation / Conference Contribution
LIU, Z., GIERING, S., THEVAR, T., BURNS, N., OCKWELL, M. and WATSON, J. 2023. Machine-learning-based size estimation of marine particles in holograms recorded by a submersible digital holographic camera. In Proceedings of OCEANS 2023 - Limerick, 5-8 June 2023, Limerick, Ireland. Piscataway: IEEE [online], article number 10244456. Available from: https://doi.org/10.1109/OCEANSLimerick52467.2023.10244456

Particle size estimation is key to understanding carbon fluxes and storage in the marine ecosystem. Images of particles provide much information about their size. A subsea digital holographic camera was used to image particles in vertical trajectory... Read More about Machine-learning-based size estimation of marine particles in holograms recorded by a submersible digital holographic camera..