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2023

Journal Article

Automatic classification of distal radius fracture using a two-stage ensemble deep learning framework

Min, Hang, Rabi, Yousef, Wadhawan, Ashish, Bourgeat, Pierrick, Dowling, Jason, White, Jordy, Tchernegovski, Ayden, Formanek, Blake, Schuetz, Michael, Mitchell, Gary, Williamson, Frances, Hacking, Craig, Tetsworth, Kevin and Schmutz, Beat (2023). Automatic classification of distal radius fracture using a two-stage ensemble deep learning framework. Physical and Engineering Sciences in Medicine, 46 (2), 877-886. doi: 10.1007/s13246-023-01261-4

Automatic classification of distal radius fracture using a two-stage ensemble deep learning framework

2023

Journal Article

Open-source, fully-automated hybrid cardiac substructure segmentation: development and optimisation

Finnegan, Robert N., Chin, Vicky, Chlap, Phillip, Haidar, Ali, Otton, James, Dowling, Jason, Thwaites, David I., Vinod, Shalini K., Delaney, Geoff P. and Holloway, Lois (2023). Open-source, fully-automated hybrid cardiac substructure segmentation: development and optimisation. Physical and Engineering Sciences in Medicine, 46 (1), 377-393. doi: 10.1007/s13246-023-01231-w

Open-source, fully-automated hybrid cardiac substructure segmentation: development and optimisation

2023

Journal Article

Investigation of a water equivalent depth method for dosimetric accuracy evaluation of synthetic CT

Hyuk Choi, Jae, Asadi, Behzad, Simpson, John, Dowling, Jason A., Chalup, Stephan, Welsh, James and Greer, Peter (2023). Investigation of a water equivalent depth method for dosimetric accuracy evaluation of synthetic CT. Physica Medica, 105 102507. doi: 10.1016/j.ejmp.2022.11.011

Investigation of a water equivalent depth method for dosimetric accuracy evaluation of synthetic CT

2022

Journal Article

Automatic deep learning-based consolidation/collapse classification in lung ultrasound images for COVID-19 induced pneumonia

Durrani, Nabeel, Vukovic, Damjan, van der Burgt, Jeroen, Antico, Maria, van Sloun, Ruud J. G., Canty, David, Steffens, Marian, Wang, Andrew, Royse, Alistair, Royse, Colin, Haji, Kavi, Dowling, Jason, Chetty, Girija and Fontanarosa, Davide (2022). Automatic deep learning-based consolidation/collapse classification in lung ultrasound images for COVID-19 induced pneumonia. Scientific Reports, 12 (1) 17581, 1-15. doi: 10.1038/s41598-022-22196-y

Automatic deep learning-based consolidation/collapse classification in lung ultrasound images for COVID-19 induced pneumonia

2022

Journal Article

A high-performance method of deep learning for prostate MR-only radiotherapy planning using an optimized Pix2Pix architecture

Tahri, S., Barateau, A., Cadin, C., Chourak, H., Ribault, S., Nozahic, F., Acosta, O., Dowling, J.A., Greer, P.B., Largent, A., Lafond, C., De Crevoisier, R. and Nunes, J.C. (2022). A high-performance method of deep learning for prostate MR-only radiotherapy planning using an optimized Pix2Pix architecture. Physica Medica, 103, 108-118. doi: 10.1016/j.ejmp.2022.10.003

A high-performance method of deep learning for prostate MR-only radiotherapy planning using an optimized Pix2Pix architecture

2022

Journal Article

Quality assurance for MRI-only radiation therapy: A voxel-wise population-based methodology for image and dose assessment of synthetic CT generation methods

Chourak, Hilda, Barateau, Anaïs, Tahri, Safaa, Cadin, Capucine, Lafond, Caroline, Nunes, Jean-Claude, Boue-Rafle, Adrien, Perazzi, Mathias, Greer, Peter B., Dowling, Jason, de Crevoisier, Renaud and Acosta, Oscar (2022). Quality assurance for MRI-only radiation therapy: A voxel-wise population-based methodology for image and dose assessment of synthetic CT generation methods. Frontiers in Oncology, 12 968689, 1-17. doi: 10.3389/fonc.2022.968689

Quality assurance for MRI-only radiation therapy: A voxel-wise population-based methodology for image and dose assessment of synthetic CT generation methods

2022

Journal Article

Terrestrial analogue research to support human performance on Mars: a review and bibliographic analysis

Terhorst, Andrew and Dowling, Jason A. (2022). Terrestrial analogue research to support human performance on Mars: a review and bibliographic analysis. Space: Science and Technology, 2022 9841785, 1-18. doi: 10.34133/2022/9841785

Terrestrial analogue research to support human performance on Mars: a review and bibliographic analysis

2022

Journal Article

CAN3D: Fast 3D medical image segmentation via compact context aggregation

Dai, Wei, Woo, Boyeong, Liu, Siyu, Marques, Matthew, Engstrom, Craig, Greer, Peter B., Crozier, Stuart, Dowling, Jason A. and Chandra, Shekhar S. (2022). CAN3D: Fast 3D medical image segmentation via compact context aggregation. Medical Image Analysis, 82 102562, 1-17. doi: 10.1016/j.media.2022.102562

CAN3D: Fast 3D medical image segmentation via compact context aggregation

2022

Journal Article

Validation of an MRI-only planning workflow for definitive pelvic radiotherapy

O’Connor, Laura M., Dowling, Jason A., Choi, Jae Hyuk, Martin, Jarad, Warren-Forward, Helen, Richardson, Haylea, Best, Leah, Skehan, Kate, Kumar, Mahesh, Govindarajulu, Geetha, Sridharan, Swetha and Greer, Peter B. (2022). Validation of an MRI-only planning workflow for definitive pelvic radiotherapy. Radiation Oncology, 17 (1) 55, 1-11. doi: 10.1186/s13014-022-02023-4

Validation of an MRI-only planning workflow for definitive pelvic radiotherapy

2022

Journal Article

In Regard to Shortall et al

Ebert, Martin A., Marcello, Marco, Kennedy, Angel, Haworth, Annette, Holloway, Lois C., Greer, Peter, Dowling, Jason A., Jameson, Michael G., Roach, Dale, Joseph, David J., Gulliford, Sarah L., Sydes, Matthew R., Hall, Emma and Dearnaley, David P. (2022). In Regard to Shortall et al. International Journal of Radiation: Oncology - Biology - Physics, 112 (3), 831-833. doi: 10.1016/j.ijrobp.2021.10.140

In Regard to Shortall et al

2022

Journal Article

Assessing the impact of magnetic resonance treatment simulation (MRSIM) on target volume delineation and dose to organs at risk for oropharyngeal radiotherapy

Richardson, Haylea, Kumar, Mahesh, Tieu, Minh Thi, Parker, Joel, Dowling, Jason A., Arm, Jameen, Best, Leah, Greer, Peter B., Clapham, Matthew, Oldmeadow, Christopher, O’Connor, Laura and Wratten, Chris (2022). Assessing the impact of magnetic resonance treatment simulation (MRSIM) on target volume delineation and dose to organs at risk for oropharyngeal radiotherapy. Journal of Medical Radiation Sciences, 69 (1), 66-74. doi: 10.1002/jmrs.552

Assessing the impact of magnetic resonance treatment simulation (MRSIM) on target volume delineation and dose to organs at risk for oropharyngeal radiotherapy

2022

Journal Article

Comparison of Synthetic Computed Tomography Generation Methods, Incorporating Male and Female Anatomical Differences, for Magnetic Resonance Imaging-Only Definitive Pelvic Radiotherapy

O’Connor, Laura M., Choi, Jae H., Dowling, Jason A., Warren-Forward, Helen, Martin, Jarad and Greer, Peter B. (2022). Comparison of Synthetic Computed Tomography Generation Methods, Incorporating Male and Female Anatomical Differences, for Magnetic Resonance Imaging-Only Definitive Pelvic Radiotherapy. Frontiers in Oncology, 12 822687, 1-10. doi: 10.3389/fonc.2022.822687

Comparison of Synthetic Computed Tomography Generation Methods, Incorporating Male and Female Anatomical Differences, for Magnetic Resonance Imaging-Only Definitive Pelvic Radiotherapy

2022

Journal Article

Training radiomics-based CNNs for clinical outcome prediction: challenges, strategies and findings

Pang, Shuchao, Field, Matthew, Dowling, Jason, Vinod, Shalini, Holloway, Lois and Sowmya, Arcot (2022). Training radiomics-based CNNs for clinical outcome prediction: challenges, strategies and findings. Artificial Intelligence in Medicine, 123 102230, 1-11. doi: 10.1016/j.artmed.2021.102230

Training radiomics-based CNNs for clinical outcome prediction: challenges, strategies and findings

2022

Journal Article

A statistical, voxelised model of prostate cancer for biologically optimised radiotherapy

Finnegan, Robert N., Reynolds, Hayley M., Ebert, Martin A., Sun, Yu, Holloway, Lois, Sykes, Jonathan R., Dowling, Jason, Mitchell, Catherine, Williams, Scott G., Murphy, Declan G. and Haworth, Annette (2022). A statistical, voxelised model of prostate cancer for biologically optimised radiotherapy. Physics and Imaging in Radiation Oncology, 21, 136-145. doi: 10.1016/j.phro.2022.02.011

A statistical, voxelised model of prostate cancer for biologically optimised radiotherapy

2022

Journal Article

Automated COVID-19 diagnosis and prognosis with medical imaging and who is publishing: a systematic review

Gillman, Ashley G., Lunardo, Febrio, Prinable, Joseph, Belous, Gregg, Nicolson, Aaron, Min, Hang, Terhorst, Andrew and Dowling, Jason A. (2022). Automated COVID-19 diagnosis and prognosis with medical imaging and who is publishing: a systematic review. Physical and Engineering Sciences in Medicine, 45 (1), 13-29. doi: 10.1007/s13246-021-01093-0

Automated COVID-19 diagnosis and prognosis with medical imaging and who is publishing: a systematic review

2021

Journal Article

Optimisation and validation of an integrated magnetic resonance imaging-only radiotherapy planning solution

O'Connor, Laura M., Skehan, Kate, Choi, Jae H., Simpson, John, Martin, Jarad, Warren-Forward, Helen, Dowling, Jason and Greer, Peter (2021). Optimisation and validation of an integrated magnetic resonance imaging-only radiotherapy planning solution. Physics and Imaging in Radiation Oncology, 20, 34-39. doi: 10.1016/j.phro.2021.10.001

Optimisation and validation of an integrated magnetic resonance imaging-only radiotherapy planning solution

2021

Journal Article

Automatic radiotherapy delineation quality assurance on prostate MRI with deep learning in a multicentre clinical trial

Min, Hang, Dowling, Jason, Jameson, Michael G, Cloak, Kirrily, Faustino, Joselle, Sidhom, Mark, Martin, Jarad, Ebert, Martin A, Haworth, Annette, Chlap, Phillip, de Leon, Jeremiah, Berry, Megan, Pryor, David, Greer, Peter, Vinod, Shalini K and Holloway, Lois (2021). Automatic radiotherapy delineation quality assurance on prostate MRI with deep learning in a multicentre clinical trial. Physics in Medicine and Biology, 66 (19) 195008, 195008. doi: 10.1088/1361-6560/ac25d5

Automatic radiotherapy delineation quality assurance on prostate MRI with deep learning in a multicentre clinical trial

2021

Journal Article

Deep learning for segmentation in radiation therapy planning: a review

Samarasinghe, Gihan, Jameson, Michael, Vinod, Shalini, Field, Matthew, Dowling, Jason, Sowmya, Arcot and Holloway, Lois (2021). Deep learning for segmentation in radiation therapy planning: a review. Journal of Medical Imaging and Radiation Oncology, 65 (5), 578-595. doi: 10.1111/1754-9485.13286

Deep learning for segmentation in radiation therapy planning: a review

2021

Journal Article

Effects of MR imaging time reduction on substitute CT generation for prostate MRI-only treatment planning

Young, Tony, Dowling, Jason, Rai, Robba, Liney, Gary, Greer, Peter, Thwaites, David and Holloway, Lois (2021). Effects of MR imaging time reduction on substitute CT generation for prostate MRI-only treatment planning. Physical and Engineering Sciences in Medicine, 44 (3), 799-807. doi: 10.1007/s13246-021-01031-0

Effects of MR imaging time reduction on substitute CT generation for prostate MRI-only treatment planning

2021

Journal Article

A review of medical image data augmentation techniques for deep learning applications

Chlap, Phillip, Min, Hang, Vandenberg, Nym, Dowling, Jason, Holloway, Lois and Haworth, Annette (2021). A review of medical image data augmentation techniques for deep learning applications. Journal of Medical Imaging and Radiation Oncology, 65 (5), 545-563. doi: 10.1111/1754-9485.13261

A review of medical image data augmentation techniques for deep learning applications