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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

Deep learning versus human assessors: forensic sex estimation from three-dimensional computed tomography scans

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, 1-15. doi: 10.1016/j.imu.2024.101585

Longitudinal data and a semantic similarity reward for chest X-ray report generation

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

Uncertainty estimation using a 3D probabilistic U-Net for segmentation with small radiotherapy clinical trial datasets

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

3D Unsupervised deep learning method for magnetic resonance imaging-to-computed tomography synthesis in prostate radiotherapy

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

Automated contour quality assurance: Implementation and impact in the TROG18.01 NINJA Clinical Trial

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

Automatic segmentation of tumour and organs at risk in 3D MRI for cervical cancer radiation therapy with anatomical variations

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

Evaluating the relationship between contouring variability and modelled treatment outcome for prostate bed radiotherapy

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. Medical Imaging with Deep Learning, Paris, France, 3-5 July 2024. SAN DIEGO: ML Research Press.

Deformation-aware GAN for medical image synthesis with substantially misaligned pairs

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

Automatic deep learning-based pleural effusion segmentation in lung ultrasound images

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

Manipulating medical image translation with manifold disentanglement

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

A deep learning model to generate synthetic CT for prostate MR-only radiotherapy dose planning: a multicenter study

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

Prostate volume analysis in image registration for prostate cancer care: a verification study

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

Determination of acceptable Hounsfield units uncertainties via a sensitivity analysis for an accurate dose calculation in the context of prostate MRI-only radiotherapy

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

Real-time 3-D reconstruction from multiple simultaneous ultrasound scans for enhanced imaging

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

Computed tomography synthesis from magnetic resonance imaging using cycle Generative Adversarial Networks with multicenter learning

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

Improving chest X-ray report generation by leveraging warm starting

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

Innovative AI techniques to aid clinical diagnosis of complex lung pathologies in ultrasound images

2023

Journal Article

Clinical validation of MR imaging time reduction for substitute/synthetic CT generation for prostate MRI-only treatment planning

Young, Tony, Dowling, Jason, Rai, Robba, Liney, Gary, Greer, Peter, Thwaites, David and Holloway, Lois (2023). Clinical validation of MR imaging time reduction for substitute/synthetic CT generation for prostate MRI-only treatment planning. Physical and Engineering Sciences in Medicine, 46 (3), 1015-1021. doi: 10.1007/s13246-023-01268-x

Clinical validation of MR imaging time reduction for substitute/synthetic CT generation for prostate MRI-only treatment planning

2023

Conference Publication

Medical shape pattern analysis with MeshCNN

Leung, Sze-Nung, Dowling, Jason A., Fripp, Jurgen, Shen, Kai-Kai and Chandra, Shekhar S. (2023). Medical shape pattern analysis with MeshCNN. 20th IEEE International Symposium on Biomedical Imaging (ISBI), Cartagena, Colombia, 18-21 April 2023. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/isbi53787.2023.10230427

Medical shape pattern analysis with MeshCNN

2023

Journal Article

Clinical target volume delineation quality assurance for MRI-guided prostate radiotherapy using deep learning with uncertainty estimation

Min, Hang, Dowling, Jason, Jameson, Michael G., Cloak, Kirrily, Faustino, Joselle, Sidhom, Mark, Martin, Jarad, Cardoso, Michael, Ebert, Martin A., Haworth, Annette, Chlap, Phillip, de Leon, Jeremiah, Berry, Megan, Pryor, David, Greer, Peter, Vinod, Shalini K. and Holloway, Lois (2023). Clinical target volume delineation quality assurance for MRI-guided prostate radiotherapy using deep learning with uncertainty estimation. Radiotherapy and Oncology, 186 109794, 1-6. doi: 10.1016/j.radonc.2023.109794

Clinical target volume delineation quality assurance for MRI-guided prostate radiotherapy using deep learning with uncertainty estimation