Select Publications
Journal articles
, 2013, 'Endorectal balloons in the post prostatectomy setting: Do gains in stability lead to more predictable dosimetry?', Radiotherapy and Oncology, 109, pp. 493 - 497, http://dx.doi.org/10.1016/j.radonc.2013.08.024
, 2013, 'A survey of cervix segmentation methods in magnetic resonance images', Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 8198 LNCS, pp. 290 - 298, http://dx.doi.org/10.1007/978-3-642-41083-3_32
, 2013, '2012 Engineering and Physical Sciences in Medicine Conference Jupiter's Casino, Gold Coast, 2-6th December 2012 Abstracts', AUSTRALASIAN PHYSICAL & ENGINEERING SCIENCES IN MEDICINE, 36, pp. 65 - 139, http://dx.doi.org/10.1007/s13246-012-0168-7
, 2013, 'Endorectal balloons in the post prostatectomy setting: Do gains in stability lead to more predictable dosimetry?', Radiotherapy and Oncology, http://dx.doi.org/10.1016/j.radonc.2013.08.024
, 2012, 'Patient specific prostate segmentation in 3-D magnetic resonance images', IEEE Transactions on Medical Imaging, 31, pp. 1955 - 1964, http://dx.doi.org/10.1109/TMI.2012.2211377
, 2012, 'An atlas-based electron density mapping method for magnetic resonance imaging (MRI)-alone treatment planning and adaptive MRI-based prostate radiation therapy', International Journal of Radiation Oncology Biology Physics, 83, pp. e5 - e11, http://dx.doi.org/10.1016/j.ijrobp.2011.11.056
, 2011, 'MRI-guided prostate radiation therapy planning: Investigation of dosimetric accuracy of MRI-based dose planning', Radiotherapy and Oncology, 98, pp. 330 - 334, http://dx.doi.org/10.1016/j.radonc.2011.01.012
, 2011, 'A magnetic resonance imaging-based workflow for planning radiation therapy for prostate cancer', Medical Journal of Australia, 194, pp. S24 - S27, http://dx.doi.org/10.5694/j.1326-5377.2011.tb02939.x
, 2011, 'Conference abstracts Abstracts', AUSTRALASIAN PHYSICAL & ENGINEERING SCIENCES IN MEDICINE, 34, pp. 105 - 166, http://dx.doi.org/10.1007/s13246-011-0056-6
, 2009, 'Current and future prospects for optoelectronic retinal prostheses', Eye, 23, pp. 1999 - 2005, http://dx.doi.org/10.1038/eye.2008.385
, 2006, 'Journal of Imaging Science and Technology: From the editor', Journal of Imaging Science and Technology, 50, http://dx.doi.org/10.2352/J.ImagingSci.Technol.(2006)50:6(iii)
, 2005, 'Artificial human vision', Expert Review of Medical Devices, 2, pp. 73 - 85, http://dx.doi.org/10.1586/17434440.2.1.73
, 2005, 'Artificial human vision', EXPERT REVIEW OF MEDICAL DEVICES, 2, pp. 73 - 85, http://dx.doi.org/10.1586/17434440.2.1.73
Conference Papers
, 2025, 'Artificial Intelligence-assisted Pixel-level Lung (APL) Scoring for Fast and Accurate Quantification in Ultra-short Echo-time MRI', in ISMRM Annual Meeting, ISMRM, presented at 2025 ISMRM & ISMRT Annual Meeting, 10 May 2025 - 15 May 2025, http://dx.doi.org/10.58530/2025/0305
, 2025, 'Proof-of-Concept Autonomous Wearable Ultrasound Platform for Enhanced Medical Imaging in Space Missions', in Proceedings of the International Astronautical Congress Iac, pp. 110 - 116, http://dx.doi.org/10.52202/083074-0015
, 2025, 'The Impact of Auxiliary Patient Data on Automated Chest X-Ray Report Generation and How to Incorporate It', in Proceedings of the Annual Meeting of the Association for Computational Linguistics, pp. 177 - 203, http://dx.doi.org/10.18653/v1/2025.acl-long.9
, 2025, 'AEHRC at BioLaySumm 2025: Leveraging T5 for Lay Summarisation of Radiology Reports', in Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks), Association for Computational Linguistics, pp. 171 - 178, presented at Proceedings of the 24th Workshop on Biomedical Language Processing (Shared Tasks), - , http://dx.doi.org/10.18653/v1/2025.bionlp-share.21
, 2024, 'e-Health CSIRO at “Discharge Me!” 2024: Generating Discharge Summary Sections with Fine-tuned Language Models', in Bionlp 2024 23rd Meeting of the Acl Special Interest Group on Biomedical Natural Language Processing Proceedings of the Workshop and Shared Tasks, pp. 675 - 684
, 2024, 'e-Health CSIRO at RRG24: Entropy-Augmented Self-Critical Sequence Training for Radiology Report Generation', in Bionlp 2024 23rd Meeting of the Acl Special Interest Group on Biomedical Natural Language Processing Proceedings of the Workshop and Shared Tasks, pp. 99 - 104
, 2023, '3D patch cycle- GAN-based MR-to-CT synthesis from monocenter and multicenter training', in RADIOTHERAPY AND ONCOLOGY, ELSEVIER IRELAND LTD, AUSTRIA, Vienna, pp. S1374 - S1375, presented at Annual Meeting of the European-Society-for-Radiotherapy-and-Oncology (ESTRO), AUSTRIA, Vienna, 12 May 2023 - 16 May 2023
, 2023, 'Evaluation of prostate synthetic CTs from MRI using 2D cycle-GAN with multicentric learning', in RADIOTHERAPY AND ONCOLOGY, ELSEVIER IRELAND LTD, AUSTRIA, Vienna, pp. S348 - S349, presented at Annual Meeting of the European-Society-for-Radiotherapy-and-Oncology (ESTRO), AUSTRIA, Vienna, 12 May 2023 - 16 May 2023
, 2023, 'A Concise Model for Medical Image Captioning', in Ceur Workshop Proceedings, pp. 1611 - 1619
, 2023, 'e-Health CSIRO at RadSum23: Adapting a Chest X-Ray Report Generator to Multimodal Radiology Report Summarisation', in Proceedings of the Annual Meeting of the Association for Computational Linguistics, pp. 545 - 549
, 2023, 'Manipulating Medical Image Translation with Manifold Disentanglement', in 2023 International Conference on Digital Image Computing Techniques and Applications Dicta 2023, pp. 332 - 339, http://dx.doi.org/10.1109/DICTA60407.2023.00053
, 2023, 'Medical Shape Pattern Analysis with MeshCNN', in Proceedings International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI53787.2023.10230427
, 2022, 'Local quality assessment of patient specific synthetic-CT via voxel-wise analysis', in 2022 International Conference on Digital Image Computing: Techniques and Applications (DICTA), IEEE, pp. 1 - 7, presented at 2022 International Conference on Digital Image Computing: Techniques and Applications (DICTA), 30 November 2022 - 02 December 2022, http://dx.doi.org/10.1109/dicta56598.2022.10034622
, 2022, 'Investigation of the Water Equivalent Depth Method for Rapid Evaluation of the Dosimetric Accuracy of Synthetic CT', in MEDICAL PHYSICS, WILEY, DC, Washington, pp. E764 - E765, presented at 64th Annual Meeting and Exhibition of the American-Association-of-Physicists-in-Medicine (AAPM), DC, Washington, 10 July 2022 - 14 July 2022
, 2022, 'CSIRO at ImageCLEFmedical Caption 2022', in Ceur Workshop Proceedings, pp. 1455 - 1473
, 2022, 'CSIRO at the ImageCLEFmed 2022 Tuberculosis Caverns Detection Challenge: A 2D and 3D Deep Learning Detection Network Approach', in Ceur Workshop Proceedings, pp. 1626 - 1640
, 2021, 'a probabilistic biological atlas for prostate cancer', in RADIOTHERAPY AND ONCOLOGY, ELSEVIER IRELAND LTD, ELECTR NETWORK, pp. S417 - S418, presented at Annual Meeting of the European-Society-for-Radiotherapy-and-Oncology (ESTRO), ELECTR NETWORK, 28 August 2021 - 31 August 2021
, 2021, 'Spatial Characterization of errors in pseudo-CT generation for MRI-only radiotherapy', in RADIOTHERAPY AND ONCOLOGY, ELSEVIER IRELAND LTD, pp. S1408 - S1410, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000709667204179&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
, 2021, 'Going deeper with brain morphometry using neural networks', in Proceedings International Symposium on Biomedical Imaging, pp. 711 - 715, http://dx.doi.org/10.1109/ISBI48211.2021.9434039
, 2021, 'Voxel-wise analysis for spatial characterisation of pseudo-ct errors in MRI-only radiotherapy planning', in Proceedings International Symposium on Biomedical Imaging, pp. 395 - 399, http://dx.doi.org/10.1109/ISBI48211.2021.9433800
, 2021, 'Advanced Propulsion as a Cornerstone for Space Exploration and Interstellar Living', in Proceedings of the International Astronautical Congress Iac
, 2021, 'AEHRC CSIRO at ImageCLEFmed caption 2021', in Ceur Workshop Proceedings, pp. 1317 - 1328
, 2020, 'MRI only based planning to decrease toxicity in prostate cancer IMRT/IGRT: a dosimetric study', in RADIOTHERAPY AND ONCOLOGY, ELSEVIER IRELAND LTD, pp. S798 - S799, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000648572703008&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
, 2020, 'Analysis of Cardiac Substructure Dosimetry in a Large, Multi-Centre Danish Breast Cancer Cohort: Trends and Predictive Modelling', in MEDICAL PHYSICS, WILEY, pp. E322 - E322, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000699823200217&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
, 2019, 'Avoiding garbage in: A consensus workshop for refining gastric cancer radiotherapy atlas data', in RADIOTHERAPY AND ONCOLOGY, ELSEVIER IRELAND LTD, SINGAPORE, Singapore, pp. S20 - S21, presented at ESTRO Meets Asia Conference, SINGAPORE, Singapore, 06 December 2019 - 08 December 2019
, 2019, 'Pseudo-CT generation for mri-only radiotherapy: Comparative study between a generative adversarial network, a u-net network, a patch-based, and an atlas based methods', in Proceedings International Symposium on Biomedical Imaging, pp. 1109 - 1113, http://dx.doi.org/10.1109/ISBI.2019.8759278
, 2018, 'Comparison of synthetic CT generation algorithms for MRI-only radiation planning in the pelvic region', in 2018 IEEE Nuclear Science Symposium and Medical Imaging Conference NSS Mic 2018 Proceedings, http://dx.doi.org/10.1109/NSSMIC.2018.8824321
, 2018, 'Spatial, Anatomically-Localized Mapping of Dose-Toxicity Associations Following Prostate Radiotherapy', in MEDICAL PHYSICS, WILEY, TN, Nashville, pp. E446 - E446, presented at 60th Annual Meeting of the American-Association-of-Physicists-in-Medicine, TN, Nashville, 29 July 2018 - 02 August 2018
, 2018, 'Verification of Synthetic CT Scans for MRI-Only Prostate Treatment with EPID Transit Image Prediction', in MEDICAL PHYSICS, WILEY, TN, Nashville, pp. E655 - E655, presented at 60th Annual Meeting of the American-Association-of-Physicists-in-Medicine, TN, Nashville, 29 July 2018 - 02 August 2018, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000434978005105&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
, 2018, 'Can contouring probability maps be a predictor for prostate cancer treatment outcome and toxicity?', in RADIOTHERAPY AND ONCOLOGY, ELSEVIER IRELAND LTD, SPAIN, Barcelona, pp. S1186 - S1187, presented at 37th Annual Meeting of the European-Society-for-Radiotherapy-and-Oncology (ESTRO), SPAIN, Barcelona, 20 April 2018 - 24 April 2018, http://dx.doi.org/10.1016/S0167-8140(18)32459-9
, 2018, 'Inter-observer contouring variation of multiple pelvic structures on CT and MR for prostate cancer', in RADIOTHERAPY AND ONCOLOGY, ELSEVIER IRELAND LTD, SPAIN, Barcelona, pp. S869 - S870, presented at 37th Annual Meeting of the European-Society-for-Radiotherapy-and-Oncology (ESTRO), SPAIN, Barcelona, 20 April 2018 - 24 April 2018, http://dx.doi.org/10.1016/S0167-8140(18)31923-6
, 2018, 'TRAC: Automated atlas based machine learning QA of contouring accuracy for the PROMETHEUS trial', in RADIOTHERAPY AND ONCOLOGY, ELSEVIER IRELAND LTD, SPAIN, Barcelona, pp. S429 - S430, presented at 37th Meeting of the European-Society-for-Radiotherapy-and-Oncology (ESTRO), SPAIN, Barcelona, 20 April 2018 - 24 April 2018, http://dx.doi.org/10.1016/S0167-8140(18)31133-2
, 2017, 'MRI Only Anal Canal, Rectum, Cervix and Endometrium Radiation Therapy Planning (MARVEL)', in ASIA-PACIFIC JOURNAL OF CLINICAL ONCOLOGY, WILEY, pp. 24 - 24, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000413952600037&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
, 2017, 'Pseudo-CT generation by conditional inference random forest for MRI-based radiotherapy treatment planning', in 25th European Signal Processing Conference, EUSIPCO 2017, Kos, Greece, pp. 46 - 50, presented at 2017 25th European Signal Processing Conference (EUSIPCO), Kos, Greece, 28 August 2017 - 02 September 2017, http://dx.doi.org/10.23919/EUSIPCO.2017.8081166
, 2017, 'Inter-observer contouring similarity metrics, correlation with treatment outcome for prostate cancer', in RADIOTHERAPY AND ONCOLOGY, ELSEVIER IRELAND LTD, pp. S949 - S949, http://dx.doi.org/10.1016/S0167-8140(17)32260-0
, 2016, 'An atlas based auto-contouring technique incorporating interobserver variation', in RADIOTHERAPY AND ONCOLOGY, ELSEVIER IRELAND LTD, pp. S897 - S897, http://dx.doi.org/10.1016/S0167-8140(16)33147-4
, 2016, 'Atlas-based segmentation technique incorporating inter-observer delineation uncertainty for whole breast', in Baldock C; Rozenfeld A; Metcalfe P (eds.), Journal of Physics Conference Series, IOP Publishing, AUSTRALIA, Tasmania, pp. 012002, presented at Conference on Micro-Mini and Nano-Dosimetry and Innovative Technologies in Radiation Therapy (MMND and ITRO), AUSTRALIA, Tasmania, 26 January 2016 - 28 January 2016, http://dx.doi.org/10.1088/1742-6596/777/1/012002