Подготовка набора данных для обучения и тестирования программного обеспечения на основе технологии искусственного интеллекта. Учебное пособие. Юрий Александрович Васильев
Чтение книги онлайн.

Читать онлайн книгу Подготовка набора данных для обучения и тестирования программного обеспечения на основе технологии искусственного интеллекта. Учебное пособие - Юрий Александрович Васильев страница 10

СКАЧАТЬ для ЭВМ №2020664321 Российская Федерация. MedLabel – автоматизированный анализ медицинских протоколов: заявл. 11.11.2020 / Морозов С. П., Андрейченко А. Е., Кирпичев Ю. С. [и др.]; заявитель ГБУЗ «НПКЦ ДиТ ДЗМ».

      13

      Willemink M. J., Koszek W. A., Hardell C., et al. Preparing medical imaging data for machine learning // Radiology. 2020. Vol. 295, №1. P. 4—15

      14

      BI-RADS – Breast Imaging Reporting and Data System – стандартизированная шкала оценки результатов маммографии, УЗИ и МРТ по степени риска наличия злокачественных образований молочной железы. Breast Imaging Reporting & Data System | American College of Radiology [Internet]. [cited 2023 Apr 8]. Available from: https://www.acr.org/Clinical-Resources/Reporting-and-Data-Systems/Bi-Rads.

      15

      ASPECTS (Alberta Stroke Program Early CT Score) – шкала качественной топографической оценки изменений, выявляемых при КТ у пациентов с инсультом головного мозга; Pexman J. H., Barber P. A., Hill M., et al. Use of the Alberta Stroke Program Early CT Score (ASPECTS) for assessing CT scans in patients with acute stroke // AJNR Am J Neuroradiol. 2001. Vol. 22, №8. Р. 1534—1542.

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 СКАЧАТЬ