Abstract
Manga is a famous Japanese comic that spread the Japanese culture around the world. Translators, editors and designers around the world work on translating these mangas into many different languages to spread the Japanese culture and introduce them to other cultures. The time it takes to translate an existing Japanese manga is time consuming. Many approaches were suggested in text extraction but a few of them focused in mangas. In this work we propose an automatic method for the detection and extraction of characters within a manga comic page of all types; flat and non-flat. Several image processing techniques are utilized in our method. Text is extracted using the text extraction method followed by the OCR function, which is preceded by the frame content extraction method, which uses a blob extraction function. Our experimental results yielded 100% accuracy in extracting blobs from flat comic images, 90% from non-flat comics, and 90% accuracy in text extraction in both types. In many cases the proposed methodology is 90% faster than conventional methods.
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References
Arai, K., Tolle, H.: Automatic e-comic content adaptation. Int. J. Ubiquitous Comput. (IJUC) 1(1), 1–11 (2010)
Arai, K., Tolle, H.: Method for real time text extraction of digital manga comic. Int. J. Image Process. (IJIP) 4(6), 669–676 (2011)
Arai, K., Herman, T.: Method for automatic E-Comic scene frame extraction for reading comic on mobile devices. In: 2010 Seventh International Conference on Information Technology, pp. 370–375 (2010)
Han, E., et al.: “Automatic Mobile Content Conversion Using Semantic Image Analysis”, Human-Computer Interaction HCI Intelligent Multimodal Interaction Environments, NCS4552. Springer, Berlin (2007)
Yamada, M., Budiarto, R., Endoo, M.: Comic image decomposition for Reading comics on cellular phones. IEICE Trans. Inf. Syst. E-87-D(6), 1370–1376 (2004)
Ranjini, S., Sundareasn, M.: Extraction and recognition of text from digital English comic image using median filter. Int. J. Comput. Sci. Eng. 5(4) (2013)
Rigaud, C., Karatzas, D., van de Weijer, J., Burie, J.-C., Ogier, J.-M.: Automatic text localisation in scanned comic books. In: VISAPP Conference, (1) 2013, pp. 814–819, February 2013
Wu, Z., Aizawa, K.: Mangawall: generating manga pages for real-time applications. In: IEEE International Conference on Acoustic, Speech and Signal Processing (ICASSP) (2014)
Qu, Y., Pang, W.-M., Wong, T.-T., Heng, P.-A.: Richness-preserving manga screening. ACM Trans. Graph. 27(5), 155:1–155:8 (2008)
Gonzalez, R.C., Woods, R.E.: Digital image processing, 3rd edn. (2012)
Nonono Magna (2014). http://www.mangahere.co/manga/nononono/v06/c055/10.html. Accessed 10 Oct
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Al-Ibrahim, N., Al-Ibrahim, M., Al-Awadhi, W. (2024). Text Extraction and Recognition in Manga Comics Using Image Processing Techniques. In: Arai, K. (eds) Intelligent Computing. SAI 2024. Lecture Notes in Networks and Systems, vol 1018. Springer, Cham. https://doi.org/10.1007/978-3-031-62269-4_28
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DOI: https://doi.org/10.1007/978-3-031-62269-4_28
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