Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
Skip to main content

Text Extraction and Recognition in Manga Comics Using Image Processing Techniques

  • Conference paper
  • First Online:
Intelligent Computing (SAI 2024)

Part of the book series: Lecture Notes in Networks and Systems ((LNNS,volume 1018))

Included in the following conference series:

  • 173 Accesses

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.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 159.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 249.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

References

  1. Arai, K., Tolle, H.: Automatic e-comic content adaptation. Int. J. Ubiquitous Comput. (IJUC) 1(1), 1–11 (2010)

    Google Scholar 

  2. Arai, K., Tolle, H.: Method for real time text extraction of digital manga comic. Int. J. Image Process. (IJIP) 4(6), 669–676 (2011)

    Google Scholar 

  3. 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)

    Google Scholar 

  4. Han, E., et al.: “Automatic Mobile Content Conversion Using Semantic Image Analysis”, Human-Computer Interaction HCI Intelligent Multimodal Interaction Environments, NCS4552. Springer, Berlin (2007)

    Google Scholar 

  5. 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)

    Google Scholar 

  6. 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)

    Google Scholar 

  7. 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

    Google Scholar 

  8. Wu, Z., Aizawa, K.: Mangawall: generating manga pages for real-time applications. In: IEEE International Conference on Acoustic, Speech and Signal Processing (ICASSP) (2014)

    Google Scholar 

  9. 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)

    Google Scholar 

  10. Gonzalez, R.C., Woods, R.E.: Digital image processing, 3rd edn. (2012)

    Google Scholar 

  11. Nonono Magna (2014). http://www.mangahere.co/manga/nononono/v06/c055/10.html. Accessed 10 Oct

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Mohamed Al-Ibrahim .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2024 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

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

Download citation

Publish with us

Policies and ethics