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Scene Text Recognition without Text Region Estimation

Research Project

Project/Area Number 26540124
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Soft computing
Research InstitutionTohoku University

Principal Investigator

Waizumi Yuji  東北大学, 情報科学研究科, 准教授 (90333872)

Co-Investigator(Renkei-kenkyūsha) TANAKA KAZUYUKI  東北大学, 大学院情報科学研究科, 教授 (80217017)
Project Period (FY) 2014-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2015: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2014: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords文字認識 / 輪郭線 / 領域推定 / 情景画像 / 畳み込みニューラルネットワーク / 画像中の文字認識 / 文字領域推定 / シェープコンテキスト
Outline of Final Research Achievements

The purpose of this work is building an algorithm for scene text recognition without text region estimation. Almost previous works for scene text recognition consist of two recognition stages, that is text location detection and character recognition. Undetected texts at the text location detection stage are never recognized in character recognition stage. This is a serious drawback of the two stage recognition algorithm.
In this work, we propose a new scene text recognition algorithm without text location detection stage to overcome the drawback. The proposed algorithm considers an scene image as a set of closed curves and all closed curves are a part of a letter. By applying score function to all closed curves in a scene image, the proposed method can reduce un-recognition for the undetected regions.

Report

(3 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • Research Products

    (4 results)

All 2016 2015 2014

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Acknowledgement Compliant: 1 results,  Open Access: 1 results) Presentation (1 results)

  • [Journal Article] On Demand Color Calibration for Pedestrian Tracking in Non-overlapping Fields of View2016

    • Author(s)
      Yuji Waizumi, Masako Omachi, Kazuyuki Tanaka
    • Journal Title

      IEEE Internet of Things Journal

      Volume: in press

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Scene Text Recognition based on Positional Relation between Closed Curves2014

    • Author(s)
      Yuji Waizumi, Kazuyuki Tanaka
    • Journal Title

      2014 Second International Conference on Artificial Intelligence, Modelling and Simulation

      Volume: 1 Pages: 182-186

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Bayesian image segmentations by Potts prior and loopy belief propagation2014

    • Author(s)
      Kazuyuki Tanaka, Shun Kataoka, Muneki Yasuda, Yuji Waizumi and Chiou-Ting Hsu
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 83 Issue: 12 Pages: 124002-124002

    • DOI

      10.7566/jpsj.83.124002

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] CNNとSVMを組み合わせた歩行者検知の効率化に関する一検討2015

    • Author(s)
      斎藤拓馬,和泉勇治,田中和之
    • Organizer
      電子情報通信学会 PRMU研究会
    • Place of Presentation
      慶應義塾大学理工学部矢上キャンパス
    • Year and Date
      2015-03-19 – 2015-03-20
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2017-05-10  

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