1. Главная
  2. Ресурсы
  3. Библиотечный поиск
Image Text Extractionand Natural LanguageProcessing ofUnstructured Datafrom Medical Reports Malashin IvanMasich IgorTynchenko Vadim2024 год

Image Text Extraction and Natural Language Processing of Unstructured Data from Medical Reports
статья из журнала

Дополнительные ссылки: eLibrary
База данных: Каталог библиотеки СФУ
Библиографическое описание: Image Text Extraction and Natural Language Processing of Unstructured Data from Medical Reports : научное издание / I. I. Malashin [et al.]. - Текст : непосредственный // Machine Learning and Knowledge Extraction. - 2024. - Т. 6, № 2. - P. 1361-1377. - ISSN 2504-4990, DOI 10.3390/make6020064.
Аннотация: <jats:p>This study presents an integrated approach for automatically extracting and structuring information from medical reports, captured as scanned documents or photographs, through a combination of image recognition and natural language processing (NLP) techniques like named entity recognition (NER). The primary aim was to develop an adaptive model for efficient text extraction from medical report images. This involved utilizing a genetic algorithm (GA) to fine-tune optical character recognition (OCR) hyperparameters, ensuring maximal text extraction length, followed by NER processing to categorize the extracted information into required entities, adjusting parameters if entities were not correctly extracted based on manual annotations. Despite the diverse formats of medical report images in the dataset, all in Russian, this serves as a conceptual example of information extraction (IE) that can be easily extended to other languages.</jats:p>
Год издания: 2024
Авторы: Malashin Ivan , Masich Igor , Tynchenko Vadim , Gantimurov Andrei , Nelyub Vladimir , Borodulin Aleksei
Издательство: MDPI
Источник: Machine Learning and Knowledge Extraction
Выпуск: Т. 6, № 2
Номера страниц: 1361-1377
Держатель оригинала документа: Artificial Intelligence Technology Scientific and Education Center, Bauman Moscow State Technical University, 105005 Moscow, Russia, Scientific Department, Far Eastern Federal University, 690922 Vladivostok, Russia
Количество экземпляров:
Твёрдая копия издания отсутствует в фонде библиотеки

Похожие публикации

Big Data Analytics Methods : Analytics Techniques in Data Mining, Deep Learning and Natural Language Processing

  • Ghavami Peter
  • 2019 год
Application ofNatural LanguageProcessing andGenetic Algorithm toFine-TuneHyperparameters ofClassifiers for… Malashin IvanMasich IgorTynchenko Vadim2024 год

Application of Natural Language Processing and Genetic Algorithm to Fine-Tune Hyperparameters of… : статья из журнала

  • Malashin Ivan и др.
  • 2024 год
Development of thesystem of automaticgeneration ofdatabase model on thebasis of the tasktext in naturallanguage Lapin I. A.Sabinin O. Yu.2024 год

Development of the system of automatic generation of database model on the basis of the task text… : статья из журнала

  • Lapin I. A. и др.
  • 2024 год

Natural language processing and computational linguistics: a practical guide to text analysis with… : учебное пособие

  • Srinivasa-Desikan Bhargav
  • 2018 год

Hands-on image processing with Python : expert techniques for advanced image analysis and effective interpretation…

  • Dey Sandipan
  • 2018 год

Hands-on Python natural language processing : explore tools and techniques to analyze and process text with a view to…

  • Kedia Aman
  • 2020 год
Automated TextStructuring: NaturalLanguage Processingand RegularExpressions in XMLTag Filling Malashin Ivan P.Tynchenko Vadim S.Gantimurov Andrei P.2024 год

Automated Text Structuring: Natural Language Processing and Regular Expressions in XML Tag Filling : статья из журнала

  • Malashin Ivan P. и др.
  • 2024 год
UnsupervisedProduction MachineryData Labeling MethodBased on NaturalLanguage Processing Savchenko MakarTynchenko Vadim2024 год

Unsupervised Production Machinery Data Labeling Method Based on Natural Language Processing : доклад, тезисы доклада,…

  • Savchenko Makar и др.
  • 2024 год

Показать ещё