Euijoon Ahn

Projects

6

Publications

38

Awards

4


Contact Details

Senior Lecturer

Biography


Theme Lead (AI and ML), Centre for AI and Data Science Innovation

Program Coordinator, Bachelor of Information Technology

Senior Lecturer, Discipline of Information Technology, College of Science and Engineering
James Cook University, Australia.

I obtained my PhD degree in Computer Science (medical image analysis) from The University of Sydney in 2020. I received B. IT degree from The University of Newcastle, Australia, 2009 and M. IT (2014) and MPhil (2016) degree from The University of Sydney.

I have produced top-tier publications in the area of computer vision and medical image computing, including papers in IEEE T-MI, T-BME, JBHI, MedIA, PR, CVPR, AAAI and MICCAI. I am a regular reviewer for IEEE T-PAMI, T-MI, Nature Communications, CVPR, MICCAI and ISBI.

I am always looking for highly-motivated undergraduate (Honours) and postgraduate students (MPhil and PhD). Please send me your CV and transcripts.

Available / Current Projects

  • Unsupervised / Self-supervised learning for Image Classification and Object Recognition
  • A Deep Learning Framework for Hidden Pattern Discovery
  • Telehealth – AI-enabled Remote Patient Monitoring

Research

Research Interests

Keywords: Deep Learning, Machine Learning, Data Science, Medical Image Analysis, Health Informatics, Telehealth

My research focus is on the development of Machine Learning and Deep Learning, Computer Vision and, more specifically, unsupervised and self-supervised deep learning models for biomedical image analysis, for improving image segmentation, retrieval, quantification and classification without relying on labelled data.

I also work at the coalface of translational health technology researches, e.g., health data analytics and telehealth.

Projects

Teaching

Taught Modules
Current JCU Research Students
Generative-based self-supervised learning for medical image analysis
Doctor of Philosophy (Information Technology)
Blending Learning Streams: Novel Machine Learning Frameworks for Combining Modalities
Doctor of Philosophy (Engineering and Related Technologies)
Image Classification and Transfer Learning
Master of Philosophy (Information Technology)
Species Classification using deep learning-Based signal processing techniques in natural soundscapes
Doctor of Philosophy (Information Technology)
Enhancing Explainability in Large Language Models through Attention Visualization and Rule-Based Explanation.
Doctor of Philosophy (Information Technology)
Multimodal generative AI for human motion understanding and generation
Doctor of Philosophy (Information Technology)
Current Honours and External Research Students
Multi-Phase and Hierarchical Unsupervised Learning Framework for Glioblastoma Sub-Region Segmentation in MRI Sequences
RESEARCH_MASTERS- 2024
Empowering Chronic Kidney Disease Patients with mHealth and AI
HONOURS- 2024
BRAIN TUMOR SEGMENTATION USING UNET WITH ATTENTION MECHANISM
HONOURS- 2024
TQGDNet: Coronary Artery Calcium Deposit Detection on Computed Tomography
PHD- 2021
Automated 3D Segmantation of Kidneys and Tumors
HONOURS- 2024
CT CERVICAL SPINE FRACTURE DETECTION USING MULTI-HEAD ATTENTION AND ATTENTION U-NET
HONOURS- 2024
A deep learning approach for ultrasound image analysis
RESEARCH_MASTERS- 2024
Multi-modal Medical Image Analysis for Cancer Diagnosis and Prognosis
PHD- 2022
Text-to-Dermoscopy Image Generation
HONOURS- 2024
A Multi-Resolution Self-Supervised Learning Framework for Semantic Segmentation in Histopathology
PHD- 2022
Completed Honours and External Research Students
Self-supervised Learning Framework for Remote Heart Rate Estimation Using Spatiotemporal Augmentation
HONOURS
A deep learning approach to localisation tasks in medical images
RESEARCH_MASTERS
Early Detection of Mental Health-Related Disorders Using Recurrent Neural Networks and Visualisation in Emergency Departments
HONOURS
Teaching Grants

Activities

Education
Employment
Awards
Associations
Languages
Committees

Output

Wang, Hao; Ahn, Euijoon; Joseph, Andrew; Pathan, Faraz; Negishi, Kazuaki; Kim, Jinman (2026) 'GVT2RP. Biom, 11...
Journal Publication Open Access ResearchOnline@JCU
Zhou, Yusheng; Li, Hao; Liu, Jianan; Kong, Zhengmin; Huang, Tao; Ahn, Euijoon; Lv, Zhihan; Kim, Jinm...
Journal Publication ResearchOnline@JCU
Wang, Wei-Chien; Yu, Christopher; Ahn, Euijoon; Pathan, Shahab; Negishi, Kazuaki; Kim, Jinman (2025)...
Journal Publication Open Access ResearchOnline@JCU
Wang, Hao; Ahn, Euijoon; Bi, Lei; Kim, Jinman (2025) 'Self-supervised multi-modality learning for mu. Computer Methods and Programs in Biomedicine, 265 . [DOI] ...
Journal Publication Open Access ResearchOnline@JCU
Yuan, Yuan; Ahn, Euijoon; Feng, Dagan; Khadra, Mohamed; Kim, Jinman (2025) 'Z-SSMNet: Zonal-aware Se. Computerized Medical I, 122 . [DOI] ...
Journal Publication ResearchOnline@JCU
Napier, Thomas; Ahn, Euijoon; Allen-Ankins, Slade; Schwarzkopf, Lin; Lee, Ickjai (2025) 'LEAVES: An . Ecologica, 87 . [ ...
Journal Publication Open Access ResearchOnline@JCU
Perez-Aranda, Javier; Tolkach, Denis; Ahn, Euijoon; Chen, Fang Wei (2025) 'Unravelling consumer sent. Tourism and Hospitality, . [DOI] ...
Journal Publication ResearchOnline@JCU
Saha, Anindo; Bosma, Joeran S; Twilt, Jasper J; van Ginneken, Bram; Bjartell, Anders; Padhani, Anwar...
Journal Publication ResearchOnline@JCU
Zhou, Yusheng; Kong, Zhengmin; Huang, Tao; Ahn, Euijoon; Li, Hao; Ding, Li (2024) 'WaveletDFDS-Net: . Electronics (Sw, 13 . [DOI] ...
Journal Publication Open Access ResearchOnline@JCU
Liu, Jianan; Li, Hao; Huang, Tao; Ahn, Euijoon; Han, Kang; Razi, Adeel; Xiang, Wei; Kim, Jinman; Fen...
Journal Publication 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
Wang, Hao; Ahn, Euijoon; Kim, Jinman (2024) 'A multi-resolution self-supervised learning framework f. Pattern Recognition, 155 . [DOI] ...
Journal Publication Open Access ResearchOnline@JCU
Kong, Zhengmin; Ouyang, Hui; Cao, Yiyuan; Huang, Tao; Ahn, Euijoon; Zhang, Maoqi; Liu, Hunan (2023) ...
Journal Publication ResearchOnline@JCU
Jiang, C.; Yuan, Y.; Gu, B.; Ahn, E.; Kim, J.; Feng, D.; Huang, Q.; Song, S. (2023) 'Preoperative pr. Clinical Radi, 78 (9):687-...
Journal Publication ResearchOnline@JCU
Wang, Wei-Chien; Ahn, Euijoon; Feng, Dagan; Kim, Jinman (2023) 'A Review of Predictive and Contrasti. Machine Intelligence Research, 20 (4):483-512. [DOI] ...
Journal Publication ResearchOnline@JCU
Ahn, Euijoon; Liu, Na; Parekh, Tej; Patel, Ronak; Baldacchino, Tanya; Mullavey, Tracy; Robinson, Ama...
Journal Publication Open Access ResearchOnline@JCU
Baird, Christine; Oytam, Yalchin; Rahman, Khairunnessa; Fornasari, Marja; Sharma, Anita; Kim, Jinman...
Journal Publication Open Access ResearchOnline@JCU
Ahn, Euijoon; Kumar, Ashnil; Fulham, Michael; Feng, Dagan; Kim, Jinman (2020) 'Unsupervised domain a. IEEE Transactions o, 39 (7):2385-2394....
Journal Publication ResearchOnline@JCU
Ahn, Euijoon; Kumar, Ashnil; Fulham, Michael; Feng, Dagan; Kim, Jinman (2019) 'Convolutional sparse . Medical Image Analy, 56 :140-151. [DO ...
Journal Publication ResearchOnline@JCU
Bi, Lei; Kim, Jinman; Ahn, Euijoon; Kumar, Ashnil; Feng, Dagan; Fulham, Michael (2019) 'Step-wise in. Pattern Re, 85 :78-8...
Journal Publication ResearchOnline@JCU
Ahn, Euijoon; Kim, Jinman; Rahman, Khairunnessa; Baldacchino, Tanya; Baird, Christine (2018) 'Develo. BMJ , 8 ...
Journal Publication Open Access ResearchOnline@JCU
Bi, Lei; Kim, Jinman; Ahn, Euijoon; Kumar, Ashnil; Fulham, Michael; Feng, Dagan (2017) 'Dermoscopic . IEEE Trans, 64 (9):2...
Journal Publication ResearchOnline@JCU
Ahn, Euijoon; Kim, Jinman; Bi, Lei; Kumar, Ashnil; Li, Changyang; Fulham, Michael; Feng, David Dagan...
Journal Publication ResearchOnline@JCU
Abdullah; Huang, Tao; Lee, Ickjai; Ahn, Euijoon (2025) ISBI 2025: IEEE 22nd International Symposium ...
Conference Publication ResearchOnline@JCU
Xia, Yue; Yuan, Yuan; Ahn, Euijoon; Kim, Jinman (2024) DICTA 2024: International Conference on Digi...
Conference Publication ResearchOnline@JCU
Napier, Thomas; Ahn, Euijoon; Allen-Ankins, Slade; Lee, Ickjai (2023) AI 2023: Advances in Artificia...
Conference Publication ResearchOnline@JCU
Zhou, Shijia; Ahn, Euijoon; Wang, Hao; Quinton, Ann; Kennedy, Narelle; Sridar, Pradeeba; Nanan, Ralp...
Conference Publication ResearchOnline@JCU
Yuan, Yuan; Ahn, Euijoon; Feng, Dagan; Khadra, Mohamad; Kim, Jinman (2023) 2023 45th Annual Internat...
Conference Publication Open Access ResearchOnline@JCU
Zhou, Shijia; Sridar, Pradeeba; Kennedy, Narelle June; Quinton, Anne; Ahn, Euijoon; Nanan, Ralph; Ki...
Conference Publication ResearchOnline@JCU
Wang, Hao; Ahn, Euijoon; Kim, Jinman (2022) AAAI-22: 36th AAAI Conference on Artificial Intelligence...
Conference Publication Open Access ResearchOnline@JCU
Ahn, Euijoon; Feng, Dagan; Kim, Jinman (2021) A spatial guided self-supervised clustering network Strasbourg, France, [DOI] ...
Conference Publication ResearchOnline@JCU
Guo, Yuyu; Bi, Lei; Ahn, Euijoon; Feng, Dagan; Wang, Quian; Kim, Jinman (2020) 2020 IEEE/CVF Confere...
Conference Publication ResearchOnline@JCU
Ahn, Euijoon; Kumar, Ashnil; Feng, Dagan; Fulham, Michael; Kim, Jinman (2019) 2019 IEEE 16th Interna...
Conference Publication ResearchOnline@JCU
Bi, Lei; Kim, Jinman; Ahn, Euijoon; Feng, Dagan; Fulham, Michael (2017) 2017 IEEE 14th International...
Conference Publication ResearchOnline@JCU
Bi, Lei; Kim, Jinman; Ahn, Euijoon; Feng, Dagan; Fulham, Michael (2016) 2016 IEEE 13th International...
Conference Publication ResearchOnline@JCU
Bi, Lei; Kim, Jinman; Ahn, Euijoon; Feng, Dagan; Fulham, Michael (2016) 2016 IEEE 13th International...
Conference Publication ResearchOnline@JCU
Ahn, Euijoon; Kumar, Ashnil; Kim, Jinman; Li, Changyang; Feng, Dagan; Fulham, Michael (2016) 2016 IE...
Conference Publication ResearchOnline@JCU
Ahn, Euijoon; Bi, Lei; Jung, Youn Hyun; Kim, Jinman; Li, Changyang; Fulham, Michael; Feng, David Dag...
Conference Publication ResearchOnline@JCU