Результаты исследований: Публикации в книгах, отчётах, сборниках, трудах конференций › статья в сборнике материалов конференции › научная › Рецензирование
Detection and localization of text in photorealistic images is a difficult, and not yet completely solved, problem. We propose the approach to solving this problem based on the method of semantic image segmentation. In this interpretation, text characters are treated as objects to be segmented. In this paper proposes the network architecture for text localization, describes the procedure for the formation of the training set, and considers the algorithm for pre-processing images, reducing the amount of processed data and simplifying the segmentation of the object “background”. The network architecture is a modification of well-known DeepLabv3 network and takes into account the specifics of images of text characters. The proposed method is able to determine the location of text characters in the images with acceptable accuracy. Experimental results of assessing the quality of text localization by the IoU criterion (Intersection over Union) showed that the obtained accuracy is sufficient for further text recognition.
Язык оригинала | английский |
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Название основной публикации | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
Подзаголовок основной публикации | Conference proceedings |
Редакторы | Sanjay Misra, Osvaldo Gervasi, Beniamino Murgante, Elena Stankova, Vladimir Korkhov, Carmelo Torre, Eufemia Tarantino, Ana Maria A.C. Rocha, David Taniar, Bernady O. Apduhan |
Издатель | Springer Nature |
Страницы | 825-834 |
Число страниц | 10 |
ISBN (печатное издание) | 9783030243043 |
DOI | |
Состояние | Опубликовано - 2019 |
Событие | 19th International Conference on Computational Science and Its Applications, ICCSA 2019 - Saint Petersburg, Российская Федерация Продолжительность: 1 июл 2019 → 4 июл 2019 Номер конференции: 19 |
Название | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
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Том | 11622 LNCS |
конференция | 19th International Conference on Computational Science and Its Applications, ICCSA 2019 |
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Сокращенное название | ICCSA 2019 |
Страна/Tерритория | Российская Федерация |
Город | Saint Petersburg |
Период | 1/07/19 → 4/07/19 |
ID: 47786980