Overview
Availability
- Dr Jason Dowling is:
- Available for supervision
Works
Search Professor Jason Dowling’s works on UQ eSpace
2025
Journal Article
How much data do you need? An analysis of pelvic multi-organ segmentation in a limited data context
Lunardo, Febrio, Baker, Laura, Tan, Alex, Baines, John, Squire, Timothy, Dowling, Jason A., Azghadi, Mostafa Rahimi and Gillman, Ashley G. (2025). How much data do you need? An analysis of pelvic multi-organ segmentation in a limited data context. Physical and Engineering Sciences in Medicine. doi: 10.1007/s13246-024-01514-w
2025
Journal Article
Balancing data consistency and diversity: Preprocessing and online data augmentation for multi-center deep learning-based MR-to-CT synthesis
Han, Songyue, Hémon, Cédric, Texier, Blanche, Kortli, Yassin, Queffelec, Adélie, de Crevoisier, Renaud, Dowling, Jason, Greer, Peter, Bessières, Igor, Barateau, Anaïs, Lafond, Caroline and Nunes, Jean-Claude (2025). Balancing data consistency and diversity: Preprocessing and online data augmentation for multi-center deep learning-based MR-to-CT synthesis. Pattern Recognition Letters, 189, 56-63. doi: 10.1016/j.patrec.2025.01.002
2024
Journal Article
A pilot study of PSMA PET/CT and MRI fusion for prostate cancer: Software to replace PET/MRI hardware
Mehawed, Georges, Roberts, Matthew J., Bugeja, Jessica, Dowling, Jason, Stewart, Kate, Gunasena, Rivindi, Malczewski, Frances, Rukin, Nicholas J. and Murray, Rebecca (2024). A pilot study of PSMA PET/CT and MRI fusion for prostate cancer: Software to replace PET/MRI hardware. Journal of Clinical Medicine, 13 (23) 7384, 1-11. doi: 10.3390/jcm13237384
2024
Journal Article
Deep learning versus human assessors: forensic sex estimation from three-dimensional computed tomography scans
Lye, Ridhwan, Min, Hang, Dowling, Jason, Obertová, Zuzana, Estai, Mohamed, Bachtiar, Nur Amelia and Franklin, Daniel (2024). Deep learning versus human assessors: forensic sex estimation from three-dimensional computed tomography scans. Scientific Reports, 14 (1) 30136, 1-12. doi: 10.1038/s41598-024-81718-y
2024
Journal Article
Longitudinal data and a semantic similarity reward for chest X-ray report generation
Nicolson, Aaron, Dowling, Jason, Anderson, Doug and Koopman, Bevan (2024). Longitudinal data and a semantic similarity reward for chest X-ray report generation. Informatics in Medicine Unlocked, 50 101585, 101585. doi: 10.1016/j.imu.2024.101585
2024
Journal Article
Uncertainty estimation using a 3D probabilistic U-Net for segmentation with small radiotherapy clinical trial datasets
Chlap, Phillip, Min, Hang, Dowling, Jason, Field, Matthew, Cloak, Kirrily, Leong, Trevor, Lee, Mark, Chu, Julie, Tan, Jennifer, Tran, Phillip, Kron, Tomas, Sidhom, Mark, Wiltshire, Kirsty, Keats, Sarah, Kneebone, Andrew, Haworth, Annette, Ebert, Martin A., Vinod, Shalini K. and Holloway, Lois (2024). Uncertainty estimation using a 3D probabilistic U-Net for segmentation with small radiotherapy clinical trial datasets. Computerized Medical Imaging and Graphics, 116 102403, 1-17. doi: 10.1016/j.compmedimag.2024.102403
2024
Journal Article
3D Unsupervised deep learning method for magnetic resonance imaging-to-computed tomography synthesis in prostate radiotherapy
Texier, Blanche, Hémon, Cédric, Queffélec, Adélie, Dowling, Jason, Bessieres, Igor, Greer, Peter, Acosta, Oscar, Boue-Rafle, Adrien, de Crevoisier, Renaud, Lafond, Caroline, Castelli, Joël, Barateau, Anaïs and Nunes, Jean-Claude (2024). 3D Unsupervised deep learning method for magnetic resonance imaging-to-computed tomography synthesis in prostate radiotherapy. Physics and Imaging in Radiation Oncology, 31 100612, 1-7. doi: 10.1016/j.phro.2024.100612
2024
Conference Publication
Automated contour quality assurance: Implementation and impact in the TROG18.01 NINJA Clinical Trial
Chlap, Phillip, Min, Hollie, Sidhom, Mark, Martin, Jarad, Whitehead, Angela, Moore, Alisha, Dowling, Jason, Haworth, Annette, Ebert, Martin A., Vinod, Shalini K. and Holloway, Lois (2024). Automated contour quality assurance: Implementation and impact in the TROG18.01 NINJA Clinical Trial. ESTRO meets Asia 2024, Kuala Lumpur, Malaysia, 23-25 August 2024. Amsterdam, Netherlands: Elsevier. doi: 10.1016/s0167-8140(24)01927-3
2024
Journal Article
Automatic segmentation of tumour and organs at risk in 3D MRI for cervical cancer radiation therapy with anatomical variations
Leung, Sze-Nung, Chandra, Shekhar S., Lim, Karen, Young, Tony, Holloway, Lois and Dowling, Jason A. (2024). Automatic segmentation of tumour and organs at risk in 3D MRI for cervical cancer radiation therapy with anatomical variations. Physical and Engineering Sciences in Medicine, 47 (3), 1-10. doi: 10.1007/s13246-024-01415-y
2024
Journal Article
Evaluating the relationship between contouring variability and modelled treatment outcome for prostate bed radiotherapy
Le Bao, Viet, Haworth, Annette, Dowling, Jason A., Walker, Amy, Arumugam, Sankar, Jameson, Michael, Chlap, Phillip, Wiltshire, Kirsty, Keats, Sarah, Cloak, Kirrily, Sidhom, Mark, Kneebone, Andrew and Holloway, Lois (2024). Evaluating the relationship between contouring variability and modelled treatment outcome for prostate bed radiotherapy. Physics in Medicine and Biology, 69 (8) 085008, 1-15. doi: 10.1088/1361-6560/ad3325
2024
Conference Publication
Deformation-aware GAN for Medical Image Synthesis with Substantially Misaligned Pairs
Xin, Bowen, Young, Tony, Wainwright, Claire E., Blake, Tamara, Lebrat, Leo, Gaass, Thomas, Benkert, Thomas, Stemmer, Alto, Coman, David and Dowling, Jason (2024). Deformation-aware GAN for Medical Image Synthesis with Substantially Misaligned Pairs. ML Research Press.
2023
Journal Article
Automatic deep learning-based pleural effusion segmentation in lung ultrasound images
Vukovic, Damjan, Wang, Andrew, Antico, Maria, Steffens, Marian, Ruvinov, Igor, van Sloun, Ruud J. G., Canty, David, Royse, Alistair, Royse, Colin, Haji, Kavi, Dowling, Jason, Chetty, Girija and Fontanarosa, Davide (2023). Automatic deep learning-based pleural effusion segmentation in lung ultrasound images. BMC Medical Informatics and Decision Making, 23 (1) 274, 1-14. doi: 10.1186/s12911-023-02362-6
2023
Journal Article
A deep learning model to generate synthetic CT for prostate MR-only radiotherapy dose planning: a multicenter study
Tahri, Safaa, Texier, Blanche, Nunes, Jean-Claude, Hemon, Cédric, Lekieffre, Pauline, Collot, Emma, Chourak, Hilda, Le Guevelou, Jennifer, Greer, Peter, Dowling, Jason, Acosta, Oscar, Bessieres, Igor, Marage, Louis, Boue-Rafle, Adrien, De Crevoisier, Renaud, Lafond, Caroline and Barateau, Anaïs (2023). A deep learning model to generate synthetic CT for prostate MR-only radiotherapy dose planning: a multicenter study. Frontiers in Oncology, 13 1279750, 1-12. doi: 10.3389/fonc.2023.1279750
2023
Conference Publication
Manipulating medical image translation with manifold disentanglement
Liu, Siyu, Dowling, Jason A., Engstrom, Craig, Greer, Peter B., Crozier, Stuart and Chandra, Shekhar S. (2023). Manipulating medical image translation with manifold disentanglement. 2023 International Conference on Digital Image Computing: Techniques and Applications (DICTA), Port Macquarie, Australia, 28 November-1 December 2023. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/dicta60407.2023.00053
2023
Journal Article
Prostate volume analysis in image registration for prostate cancer care: a verification study
Bugeja, Jessica M., Mehawed, Georges, Roberts, Matthew J., Rukin, Nicholas, Dowling, Jason and Murray, Rebecca (2023). Prostate volume analysis in image registration for prostate cancer care: a verification study. Physical and Engineering Sciences in Medicine, 46 (4), 1-12. doi: 10.1007/s13246-023-01342-4
2023
Journal Article
Determination of acceptable Hounsfield units uncertainties via a sensitivity analysis for an accurate dose calculation in the context of prostate MRI-only radiotherapy
Chourak, Hilda, Barateau, Anaïs, Greer, Peter, Lafond, Caroline, Nunes, Jean-Claude, de Crevoisier, Renaud, Dowling, Jason and Acosta, Oscar (2023). Determination of acceptable Hounsfield units uncertainties via a sensitivity analysis for an accurate dose calculation in the context of prostate MRI-only radiotherapy. Physical and Engineering Sciences in Medicine, 46 (4), 1703-1711. doi: 10.1007/s13246-023-01333-5
2023
Journal Article
Improving chest X-ray report generation by leveraging warm starting
Nicolson, Aaron, Dowling, Jason and Koopman, Bevan (2023). Improving chest X-ray report generation by leveraging warm starting. Artificial Intelligence in Medicine, 144 102633, 1-17. doi: 10.1016/j.artmed.2023.102633
2023
Conference Publication
Innovative AI techniques to aid clinical diagnosis of complex lung pathologies in ultrasound images
Antico, Maria, Moafa, Khalid, Vukovic, Damjan, Edwards, Christopher, Dowling, Jason, Canty, David, Steffens, Marian and Fontanarosa, Davide (2023). Innovative AI techniques to aid clinical diagnosis of complex lung pathologies in ultrasound images. Acoustics 2023 Sydney, Sydney, NSW Australia, 4-8 December 2023. Melville, NY United States: AIP Publishing. doi: 10.1121/10.0023344
2023
Conference Publication
Real-time 3-D reconstruction from multiple simultaneous ultrasound scans for enhanced imaging
Antico, Maria, Gillman, Ashley, Belous, Gregg, Lebrat, Leo, Petersson, Lars, Schmutz, Beat, Mejan-Fripp, Jurgen, Dowling, Jason and Fontanarosa, Davide (2023). Real-time 3-D reconstruction from multiple simultaneous ultrasound scans for enhanced imaging. Acoustics 2023 Sydney, Sydney, NSW Australia, 4-8 December 2023. Melville, NY United States: AIP Publishing. doi: 10.1121/10.0023047
2023
Journal Article
Computed tomography synthesis from magnetic resonance imaging using cycle Generative Adversarial Networks with multicenter learning
Texier, Blanche, Hémon, Cédric, Lekieffre, Pauline, Collot, Emma, Tahri, Safaa, Chourak, Hilda, Dowling, Jason, Greer, Peter, Bessieres, Igor, Acosta, Oscar, Boue-Rafle, Adrien, Guevelou, Jennifer Le, de Crevoisier, Renaud, Lafond, Caroline, Castelli, Joël, Barateau, Anaïs and Nunes, Jean-Claude (2023). Computed tomography synthesis from magnetic resonance imaging using cycle Generative Adversarial Networks with multicenter learning. Physics and Imaging in Radiation Oncology, 28 100511, 1-7. doi: 10.1016/j.phro.2023.100511
Supervision
Availability
- Dr Jason Dowling is:
- Available for supervision
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