Detection and Recognition of Arabic Text in Video Frames

被引:2
|
作者
Ohyama, Wataru [1 ]
Iwata, Seiya [1 ]
Wakabayashi, Tetsushi [1 ]
Kimura, Fumitaka [1 ]
机构
[1] Mie Univ, Grad Sch Engn, Tsu, Mie, Japan
关键词
D O I
10.1109/ICDAR.2017.360
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The authors have developed an end-to-end system for Arabic text recognition in video frames. The end-to-end system consists of the steps for text-line detection, word segmentation and word recognition. In order to achieve high text recognition accuracy we propose a new scheme of integrated text detection-recognition scheme, where the true text-lines are detected with as higher recall rate as possible and the false words in the false lines are rejected in the successive word recognition step. We reported a recognition based transition frame detection of Arabic news captions in single channel video images [9]. In this paper the recognition system is integrated with n-gram language model and extended to text detection/recognition of multi-channel video images. The multi-channel, multi-font performance of the system is experimentally evaluated using AcTiV-D and AcTiV-R dataset. The multi-channel text detection performance for three channels, France24, Russia Today and TunisiaNat1 is 91.29% in F-measure. The multi-channel, multi-font character recognition performance for these channels is 94.84% in F-measure.
引用
收藏
页码:20 / 24
页数:5
相关论文
共 50 条
  • [21] An Adaptive Text Detection Approach in Images and Video Frames
    Li, Minhua
    Wang, Chunheng
    2008 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-8, 2008, : 72 - 77
  • [22] Detection of artificial and scene text in images and video frames
    Anthimopoulos, Marios
    Gatos, Basilis
    Pratikakis, Ioannis
    PATTERN ANALYSIS AND APPLICATIONS, 2013, 16 (03) : 431 - 446
  • [23] Fast and robust text detection in images and video frames
    Ye, QX
    Huang, QM
    Gao, W
    Zhao, DB
    IMAGE AND VISION COMPUTING, 2005, 23 (06) : 565 - 576
  • [24] Detection of artificial and scene text in images and video frames
    Marios Anthimopoulos
    Basilis Gatos
    Ioannis Pratikakis
    Pattern Analysis and Applications, 2013, 16 : 431 - 446
  • [25] TEXT DETECTION IN VIDEO FRAMES USING HYBRID FEATURES
    Ji, Zhong
    Wang, Jian
    Su, Yu-Ting
    PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-6, 2009, : 318 - 322
  • [26] A robust text detection algorithm in images and video frames
    Ye, QX
    Gao, W
    Wang, WQ
    Zeng, W
    ICICS-PCM 2003, VOLS 1-3, PROCEEDINGS, 2003, : 802 - 806
  • [27] A new text detection algorithm in images/video frames
    Ye, QX
    Huang, QM
    ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2004, PT 2, PROCEEDINGS, 2004, 3332 : 858 - 865
  • [28] Text detection in Arabic news video based on MSER and RetinaNet
    Mansouri, Sadek
    Zrigui, Salah
    Zrigui, Mounir
    Berchech, Dhaou
    2021 IEEE/ACS 18TH INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2021,
  • [29] A Smart Approach for Text Detection, Localization and Extraction in Video Frames
    Shi, Shuicai
    Cheng, Tao
    Xiao, Shibin
    Lv, Xueqiang
    2009 INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND COMPUTER SCIENCE, VOL 1, PROCEEDINGS, 2009, : 158 - +
  • [30] A framework for improved video text detection and recognition
    Haojin Yang
    Bernhard Quehl
    Harald Sack
    Multimedia Tools and Applications, 2014, 69 : 217 - 245