Artificial intelligence in radiation oncology and biomedical physics. (2023)
- Record Type:
- Book
- Title:
- Artificial intelligence in radiation oncology and biomedical physics. (2023)
- Main Title:
- Artificial intelligence in radiation oncology and biomedical physics
- Further Information:
- Note: Edited by Gilmer Valdes and Lei Xing.
- Editors:
- Valdes, Gilmer
Xing, Lei - Contents:
- Authors.....................................................................................................................ix Contributors.............................................................................................................xi 1. AI Applications in Radiation Therapy and Medical Physics .................1 Issam El Naqa 2. Machine Learning for Image-Based Radiotherapy Outcome Prediction ........................................................................................................25 Bulat Ibragimov 3. Metric Predictions for Machine and Patient-Specific Quality Assurance ........................................................................................................53 Alon Witztum, Gilmer Valdes, and Maria F. Chan 4. Data-Driven Treatment Planning, Plan QA, and Fast Dose Calculation ......................................................................................................63 Yong Yang, Lei Xing, Nataliya Kovalchuk, Charles Huang, Yusuke Nomura, Weigang Hu, and Jiawei Fan 5. Reinforcement Learning for Radiation Therapy Planning and Image Processing ........................................................................................... 87 Dan Nguyen, Chenyang Shen, Xun Jia, and Steve Jiang 6. Image Registration and Segmentation ......................................................99 Tomi F. Nano, Carlos Cardenas, and Dante P. I. Capaldi 7. Motion Management and Image-Guided Radiation Therapy ........... 125 Dante P.I.Authors.....................................................................................................................ix Contributors.............................................................................................................xi 1. AI Applications in Radiation Therapy and Medical Physics .................1 Issam El Naqa 2. Machine Learning for Image-Based Radiotherapy Outcome Prediction ........................................................................................................25 Bulat Ibragimov 3. Metric Predictions for Machine and Patient-Specific Quality Assurance ........................................................................................................53 Alon Witztum, Gilmer Valdes, and Maria F. Chan 4. Data-Driven Treatment Planning, Plan QA, and Fast Dose Calculation ......................................................................................................63 Yong Yang, Lei Xing, Nataliya Kovalchuk, Charles Huang, Yusuke Nomura, Weigang Hu, and Jiawei Fan 5. Reinforcement Learning for Radiation Therapy Planning and Image Processing ........................................................................................... 87 Dan Nguyen, Chenyang Shen, Xun Jia, and Steve Jiang 6. Image Registration and Segmentation ......................................................99 Tomi F. Nano, Carlos Cardenas, and Dante P. I. Capaldi 7. Motion Management and Image-Guided Radiation Therapy ........... 125 Dante P.I. Capaldi, Paul J. Keall, and Tomi F. Nano 8. Outlook of AI in Medical Physics and Radiation Oncology .............. 145 Daniel X. Yang, Arman Avesta, Rachel Choi, and Sanjay Aneja Index ...................................................................................................................... 165 … (more)
- Edition:
- 1st
- Publisher Details:
- Boca Raton : CRC Press
- Publication Date:
- 2023
- Extent:
- 1 online resource (172 pages), illustrations (black and white, and colour)
- Subjects:
- 615.842
Radiotherapy -- Data processing
Cancer -- Radiotherapy -- Data processing
Medical physics -- Data processing
Artificial intelligence -- Medical applications - Languages:
- English
- ISBNs:
- 9781000903812
9781000903751 - Related ISBNs:
- 9780367538101
- Notes:
- Note: Includes bibliographical references.
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- Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
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- Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.
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- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD.DS.793872
- Ingest File:
- 20_043.xml