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For: Kearney V, Chan JW, Wang T, Perry A, Descovich M, Morin O, Yom SS, Solberg TD. DoseGAN: a generative adversarial network for synthetic dose prediction using attention-gated discrimination and generation. Sci Rep 2020;10:11073. [PMID: 32632116 PMCID: PMC7338467 DOI: 10.1038/s41598-020-68062-7] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2019] [Accepted: 05/27/2020] [Indexed: 11/08/2022]  Open
Number Cited by Other Article(s)
1
Li X, Liu Y, Zhao F, Yang F, Luo W. Transformer-Integrated Hybrid Convolutional Neural Network for Dose Prediction in Nasopharyngeal Carcinoma Radiotherapy. JOURNAL OF IMAGING INFORMATICS IN MEDICINE 2024:10.1007/s10278-024-01296-3. [PMID: 39424665 DOI: 10.1007/s10278-024-01296-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Revised: 07/12/2024] [Accepted: 08/13/2024] [Indexed: 10/21/2024]
2
Liao M, Di S, Zhao Y, Liang W, Yang Z. FA-Net: A hierarchical feature fusion and interactive attention-based network for dose prediction in liver cancer patients. Artif Intell Med 2024;156:102961. [PMID: 39180923 DOI: 10.1016/j.artmed.2024.102961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2023] [Revised: 07/07/2024] [Accepted: 08/16/2024] [Indexed: 08/27/2024]
3
Wang E, Abdallah H, Snir J, Chong J, Palma DA, Mattonen SA, Lang P. Predicting the 3-Dimensional Dose Distribution of Multilesion Lung Stereotactic Ablative Radiation Therapy With Generative Adversarial Networks. Int J Radiat Oncol Biol Phys 2024:S0360-3016(24)03175-4. [PMID: 39154905 DOI: 10.1016/j.ijrobp.2024.07.2329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Revised: 05/06/2024] [Accepted: 07/29/2024] [Indexed: 08/20/2024]
4
Chen L, Sun H, Wang Z, Zhang T, Zhang H, Wang W, Sun X, Duan J, Gao Y, Zhao L. Deep learning architecture with shunted transformer and 3D deformable convolution for voxel-level dose prediction of head and neck tumors. Phys Eng Sci Med 2024:10.1007/s13246-024-01462-5. [PMID: 39101991 DOI: 10.1007/s13246-024-01462-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Accepted: 07/15/2024] [Indexed: 08/06/2024]
5
Wang N, Fan J, Xu Y, Yan L, Chen D, Wang W, Men K, Dai J, Liu Z. Clinical implementation and evaluation of deep learning-assisted automatic radiotherapy treatment planning for lung cancer. Phys Med 2024;124:104492. [PMID: 39094213 DOI: 10.1016/j.ejmp.2024.104492] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Revised: 07/12/2024] [Accepted: 07/23/2024] [Indexed: 08/04/2024]  Open
6
Tang X, Wan Chan Tseung H, Moseley D, Zverovitch A, Hughes CO, George J, Johnson JE, Breen WG, Qian J. Deep learning based linear energy transfer calculation for proton therapy. Phys Med Biol 2024;69:115058. [PMID: 38714191 DOI: 10.1088/1361-6560/ad4844] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Accepted: 05/07/2024] [Indexed: 05/09/2024]
7
Gheshlaghi T, Nabavi S, Shirzadikia S, Moghaddam ME, Rostampour N. A cascade transformer-based model for 3D dose distribution prediction in head and neck cancer radiotherapy. Phys Med Biol 2024;69:045010. [PMID: 38241717 DOI: 10.1088/1361-6560/ad209a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Accepted: 01/19/2024] [Indexed: 01/21/2024]
8
Wang Y, Jian W, Zhu L, Cai C, Zhang B, Wang X. Attention-Gated Deep-Learning-Based Automatic Digitization of Interstitial Needles in High-Dose-Rate Brachytherapy for Cervical Cancer. Adv Radiat Oncol 2024;9:101340. [PMID: 38260236 PMCID: PMC10801665 DOI: 10.1016/j.adro.2023.101340] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Accepted: 07/31/2023] [Indexed: 01/24/2024]  Open
9
Cui J, Xiao J, Hou Y, Wu X, Zhou J, Peng X, Wang Y. Unsupervised Domain Adaptive Dose Prediction via Cross-Attention Transformer and Target-Specific Knowledge Preservation. Int J Neural Syst 2023;33:2350057. [PMID: 37771298 DOI: 10.1142/s0129065723500570] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/30/2023]
10
Jiao Z, Peng X, Wang Y, Xiao J, Nie D, Wu X, Wang X, Zhou J, Shen D. TransDose: Transformer-based radiotherapy dose prediction from CT images guided by super-pixel-level GCN classification. Med Image Anal 2023;89:102902. [PMID: 37482033 DOI: 10.1016/j.media.2023.102902] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2022] [Revised: 06/13/2023] [Accepted: 07/11/2023] [Indexed: 07/25/2023]
11
Gu X, Strijbis VIJ, Slotman BJ, Dahele MR, Verbakel WFAR. Dose distribution prediction for head-and-neck cancer radiotherapy using a generative adversarial network: influence of input data. Front Oncol 2023;13:1251132. [PMID: 37829347 PMCID: PMC10565853 DOI: 10.3389/fonc.2023.1251132] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 08/25/2023] [Indexed: 10/14/2023]  Open
12
Li J, Cairns BJ, Li J, Zhu T. Generating synthetic mixed-type longitudinal electronic health records for artificial intelligent applications. NPJ Digit Med 2023;6:98. [PMID: 37244963 DOI: 10.1038/s41746-023-00834-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Accepted: 05/05/2023] [Indexed: 05/29/2023]  Open
13
Osuala R, Kushibar K, Garrucho L, Linardos A, Szafranowska Z, Klein S, Glocker B, Diaz O, Lekadir K. Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging. Med Image Anal 2023;84:102704. [PMID: 36473414 DOI: 10.1016/j.media.2022.102704] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2021] [Revised: 11/02/2022] [Accepted: 11/21/2022] [Indexed: 11/26/2022]
14
Zhang B, Babier A, Chan TCY, Ruschin M. 3D dose prediction for Gamma Knife radiosurgery using deep learning and data modification. Phys Med 2023;106:102533. [PMID: 36724551 DOI: 10.1016/j.ejmp.2023.102533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Revised: 12/19/2022] [Accepted: 01/25/2023] [Indexed: 02/03/2023]  Open
15
Can the use of knowledge-based planning systems improve stereotactic radiotherapy planning? A systematic review. JOURNAL OF RADIOTHERAPY IN PRACTICE 2023. [DOI: 10.1017/s1460396922000437] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/10/2023]
16
Mentzel F, Kröninger K, Lerch M, Nackenhorst O, Rosenfeld A, Tsoi AC, Weingarten J, Hagenbuchner M, Guatelli S. Small beams, fast predictions: a comparison of machine learning dose prediction models for proton minibeam therapy. Med Phys 2022;49:7791-7801. [PMID: 36309820 DOI: 10.1002/mp.16066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Revised: 09/10/2022] [Accepted: 10/04/2022] [Indexed: 12/27/2022]  Open
17
Mancosu P, Lambri N, Castiglioni I, Dei D, Iori M, Loiacono D, Russo S, Talamonti C, Villaggi E, Scorsetti M, Avanzo M. Applications of artificial intelligence in stereotactic body radiation therapy. Phys Med Biol 2022;67. [DOI: 10.1088/1361-6560/ac7e18] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 07/04/2022] [Indexed: 11/12/2022]
18
Li G, Wu X, Ma X. Artificial intelligence in radiotherapy. Semin Cancer Biol 2022;86:160-171. [PMID: 35998809 DOI: 10.1016/j.semcancer.2022.08.005] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2022] [Accepted: 08/18/2022] [Indexed: 11/19/2022]
19
Cui J, Jiao Z, Wei Z, Hu X, Wang Y, Xiao J, Peng X. CT-Only Radiotherapy: An Exploratory Study for Automatic Dose Prediction on Rectal Cancer Patients Via Deep Adversarial Network. Front Oncol 2022;12:875661. [PMID: 35924164 PMCID: PMC9341484 DOI: 10.3389/fonc.2022.875661] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Accepted: 06/14/2022] [Indexed: 11/13/2022]  Open
20
Lin H, Guo X, Jing J, Mao X, Yang Y, Hu M. An automatic method to generate voxel-based absorbed doses from radioactivity distributions for nuclear medicine using generative adversarial networks: a feasibility study. Phys Eng Sci Med 2022;45:971-980. [PMID: 35763194 DOI: 10.1007/s13246-022-01149-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Accepted: 06/02/2022] [Indexed: 11/25/2022]
21
Kearney VP, Yansane AIM, Brandon RG, Vaderhobli R, Lin GH, Hekmatian H, Deng W, Joshi N, Bhandari H, Sadat AS, White JM. A generative adversarial inpainting network to enhance prediction of periodontal clinical attachment level. J Dent 2022;123:104211. [PMID: 35760207 DOI: 10.1016/j.jdent.2022.104211] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Revised: 06/16/2022] [Accepted: 06/23/2022] [Indexed: 10/17/2022]  Open
22
A Survey on Deep Learning for Precision Oncology. Diagnostics (Basel) 2022;12:diagnostics12061489. [PMID: 35741298 PMCID: PMC9222056 DOI: 10.3390/diagnostics12061489] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Revised: 06/14/2022] [Accepted: 06/14/2022] [Indexed: 12/27/2022]  Open
23
Barragán-Montero A, Bibal A, Dastarac MH, Draguet C, Valdés G, Nguyen D, Willems S, Vandewinckele L, Holmström M, Löfman F, Souris K, Sterpin E, Lee JA. Towards a safe and efficient clinical implementation of machine learning in radiation oncology by exploring model interpretability, explainability and data-model dependency. Phys Med Biol 2022;67:10.1088/1361-6560/ac678a. [PMID: 35421855 PMCID: PMC9870296 DOI: 10.1088/1361-6560/ac678a] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Accepted: 04/14/2022] [Indexed: 01/26/2023]
24
Osman AFI, Tamam NM. Attention-aware 3D U-Net convolutional neural network for knowledge-based planning 3D dose distribution prediction of head-and-neck cancer. J Appl Clin Med Phys 2022;23:e13630. [PMID: 35533234 PMCID: PMC9278691 DOI: 10.1002/acm2.13630] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Accepted: 04/20/2022] [Indexed: 11/08/2022]  Open
25
Karandikar P, Massaad E, Hadzipasic M, Kiapour A, Joshi RS, Shankar GM, Shin JH. Machine Learning Applications of Surgical Imaging for the Diagnosis and Treatment of Spine Disorders: Current State of the Art. Neurosurgery 2022;90:372-382. [PMID: 35107085 DOI: 10.1227/neu.0000000000001853] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Accepted: 11/10/2021] [Indexed: 01/18/2023]  Open
26
Explainable attention guided adversarial deep network for 3D radiotherapy dose distribution prediction. Knowl Based Syst 2022. [DOI: 10.1016/j.knosys.2022.108324] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
27
Zeng J, Cao C, Peng X, Xiao J, Zu C, Wu X, Zhou J, Wang Y. Two-Phase Progressive Deep Transfer Learning for Cervical Cancer Dose Map Prediction. 2022 IEEE 19TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI) 2022. [DOI: 10.1109/isbi52829.2022.9761628] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
28
Dose prediction via distance-guided deep learning: initial development for nasopharyngeal carcinoma radiotherapy. Radiother Oncol 2022;170:198-204. [DOI: 10.1016/j.radonc.2022.03.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Revised: 03/21/2022] [Accepted: 03/23/2022] [Indexed: 11/20/2022]
29
Mentzel F, Kroninger K, Lerch M, Nackenhorst O, Paino J, Rosenfeld A, Saraswati A, Tsoi AC, Weingarten J, Hagenbuchner M, Guatelli S. Fast and accurate dose predictions for novel radiotherapy treatments in heterogeneous phantoms using conditional 3D‐UNet generative adversarial networks. Med Phys 2022;49:3389-3404. [DOI: 10.1002/mp.15555] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Revised: 01/04/2022] [Accepted: 02/03/2022] [Indexed: 11/05/2022]  Open
30
Zhan B, Xiao J, Cao C, Peng X, Zu C, Zhou J, Wang Y. Multi-constraint generative adversarial network for dose prediction in radiotherapy. Med Image Anal 2021;77:102339. [PMID: 34990905 DOI: 10.1016/j.media.2021.102339] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Revised: 12/14/2021] [Accepted: 12/16/2021] [Indexed: 02/05/2023]
31
Liu Y, Chen Z, Wang J, Wang X, Qu B, Ma L, Zhao W, Zhang G, Xu S. Dose Prediction Using a Three-Dimensional Convolutional Neural Network for Nasopharyngeal Carcinoma With Tomotherapy. Front Oncol 2021;11:752007. [PMID: 34858825 PMCID: PMC8631763 DOI: 10.3389/fonc.2021.752007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2021] [Accepted: 10/21/2021] [Indexed: 01/14/2023]  Open
32
Sheng Y, Zhang J, Ge Y, Li X, Wang W, Stephens H, Yin FF, Wu Q, Wu QJ. Artificial intelligence applications in intensity modulated radiation treatment planning: an overview. Quant Imaging Med Surg 2021;11:4859-4880. [PMID: 34888195 PMCID: PMC8611458 DOI: 10.21037/qims-21-208] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Accepted: 07/02/2021] [Indexed: 12/15/2022]
33
Momin S, Fu Y, Lei Y, Roper J, Bradley JD, Curran WJ, Liu T, Yang X. Knowledge-based radiation treatment planning: A data-driven method survey. J Appl Clin Med Phys 2021;22:16-44. [PMID: 34231970 PMCID: PMC8364264 DOI: 10.1002/acm2.13337] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2021] [Revised: 04/26/2021] [Accepted: 06/02/2021] [Indexed: 12/18/2022]  Open
34
Zimmermann L, Faustmann E, Ramsl C, Georg D, Heilemann G. Technical Note: Dose prediction for radiation therapy using feature-based losses and One Cycle Learning. Med Phys 2021;48:5562-5566. [PMID: 34156727 PMCID: PMC8518421 DOI: 10.1002/mp.14774] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2020] [Revised: 01/14/2021] [Accepted: 01/29/2021] [Indexed: 12/13/2022]  Open
35
Momin S, Lei Y, Wang T, Zhang J, Roper J, Bradley JD, Curran WJ, Patel P, Liu T, Yang X. Learning-based dose prediction for pancreatic stereotactic body radiation therapy using dual pyramid adversarial network. Phys Med Biol 2021;66:125019. [PMID: 34087807 DOI: 10.1088/1361-6560/ac0856] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2020] [Accepted: 06/04/2021] [Indexed: 12/24/2022]
36
Generating Synthetic Fermentation Data of Shindari, a Traditional Jeju Beverage, Using Multiple Imputation Ensemble and Generative Adversarial Networks. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app11062787] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
37
Zhang X, Hu Z, Zhang G, Zhuang Y, Wang Y, Peng H. Dose calculation in proton therapy using a discovery cross-domain generative adversarial network (DiscoGAN). Med Phys 2021;48:2646-2660. [PMID: 33594673 DOI: 10.1002/mp.14781] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2020] [Revised: 01/21/2021] [Accepted: 02/12/2021] [Indexed: 12/11/2022]  Open
38
Deep learning dose prediction for IMRT of esophageal cancer: The effect of data quality and quantity on model performance. Phys Med 2021;83:52-63. [DOI: 10.1016/j.ejmp.2021.02.026] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2020] [Revised: 02/15/2021] [Accepted: 02/24/2021] [Indexed: 12/15/2022]  Open
39
Barragán-Montero A, Javaid U, Valdés G, Nguyen D, Desbordes P, Macq B, Willems S, Vandewinckele L, Holmström M, Löfman F, Michiels S, Souris K, Sterpin E, Lee JA. Artificial intelligence and machine learning for medical imaging: A technology review. Phys Med 2021;83:242-256. [PMID: 33979715 PMCID: PMC8184621 DOI: 10.1016/j.ejmp.2021.04.016] [Citation(s) in RCA: 98] [Impact Index Per Article: 32.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2020] [Revised: 04/15/2021] [Accepted: 04/18/2021] [Indexed: 02/08/2023]  Open
40
Men K, Chen X, Yang B, Zhu J, Yi J, Wang S, Li Y, Dai J. Automatic segmentation of three clinical target volumes in radiotherapy using lifelong learning. Radiother Oncol 2021;157:1-7. [PMID: 33418008 DOI: 10.1016/j.radonc.2020.12.034] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Revised: 12/21/2020] [Accepted: 12/22/2020] [Indexed: 10/22/2022]
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