Thomas Napier

Projects

3

Publications

5

Awards

5


Contact Details

Doctor of Philosophy (Information Technology)

    Biography

    I am a PhD Candidate, Sessional Lecturer and Graduate Research Worker at the Discipline of Information Technology, College of Science and Engineering, James Cook University (JCU). I graduated with a Bachelor of Information Technology with Distinction (GPA 6.78/7.00) in 2020 and with First-Class Honours (1A) in 2021, earning the University Medal under the supervision of Prof. Ickjai Lee.

    Currently, I am in the final year of my PhD (completion in 2025) at JCU, focusing on machine learning techniques for species classification in natural soundscapes. I am supervised by an interdisciplinary advisor panel including Prof. Ickjai Lee, Dr. Euijoon Ahn (Information Technology) and Distinguished Prof. Lin Schwarzkopf, and Dr. Slade Allen-Ankins (Ecology and Zoology).

    I have also collaborated on several multidisciplinary, industry-based projects, including designing machine learning models for marine biology with the Australian Abalone Growers Association, developing advanced tourism analytics with ResPax, and improving insurance claims processing workflows with HelloClaims. These projects involved applying deep learning, data mining, and augmented reality solutions to address real-world challenges.

    Research

    Research Interests

          Unsupervised learning and data clustering for high-dimensional ecoacoustics analysis

          Machine learning and feature extraction from raw signal, image and video data 

          Mobile-based augmented reality for education and improving real-world workflows

          Applied artificial intelligence and machine learning algorithms

          Open source software tools to support decision making

          Data mining and knowledge discovery

    Projects

    Teaching

    Taught Modules

    Activities

    Education
    Awards
    Employment

    Output

    Napier, Thomas; Ahn, Euijoon; Allen-Ankins, Slade; Schwarzkopf, Lin; Lee, Ickjai (2025) 'LEAVES: An . Ecologica, 87 . [ ...
    Journal Publication Open Access ResearchOnline@JCU
    Napier, Thomas; Ahn, Euijoon; Allen-Ankins, Slade; Schwarzkopf, Lin; Lee, Ickjai (2024) 'Advancement. Expert Sy, 252 (Pa...
    Journal Publication Open Access ResearchOnline@JCU
    Napier, Thomas; Lee, Ickjai (2023) 'Using mobile-based augmented reality and object detection for re. Computers and Electronics in Agriculture, 207 . [DOI] ...
    Journal Publication Open Access ResearchOnline@JCU
    Munksgaard, Niels C.; Lee, Ickjai; Napier, Thomas; Zwart, Costijn; Cernusak, Lucas A.; Bird, Michael...
    Journal Publication Open Access ResearchOnline@JCU
    Napier, Thomas; Ahn, Euijoon; Allen-Ankins, Slade; Lee, Ickjai (2023) AI 2023: Advances in Artificia...
    Conference Publication ResearchOnline@JCU