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
  • [31] Automatic detection and verification of text regions in news video frames
    Hu, JM
    Xi, J
    Wu, LD
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2002, 16 (02) : 257 - 271
  • [32] Video Text Detection and Recognition: Dataset and Benchmark
    Phuc Xuan Nguyen
    Wang, Kai
    Belongie, Serge
    2014 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV), 2014, : 776 - 783
  • [33] A framework for improved video text detection and recognition
    Yang, Haojin
    Quehl, Bernhard
    Sack, Harald
    MULTIMEDIA TOOLS AND APPLICATIONS, 2014, 69 (01) : 217 - 245
  • [34] Caption Detection and Text Recognition in News Video
    Yang, Zhe
    Shi, Ping
    2012 5TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), 2012, : 188 - 191
  • [35] Hybrid Chinese/English text detection in images and video frames
    Mao, WG
    Chung, FL
    Lam, KKM
    Siu, WC
    16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL III, PROCEEDINGS, 2002, : 1015 - 1018
  • [36] An Efficient Edge based Technique for Text Detection in Video Frames
    Shivakumara, Palaiahnakote
    Huang, Weihua
    Tan, Chew Lim
    PROCEEDINGS OF THE 8TH IAPR INTERNATIONAL WORKSHOP ON DOCUMENT ANALYSIS SYSTEMS, 2008, : 307 - 314
  • [37] Moving Text Line Detection and Extraction in TV Video Frames
    Kumar, Punith
    Puttaswamy, P. S.
    2015 IEEE INTERNATIONAL ADVANCE COMPUTING CONFERENCE (IACC), 2015, : 6 - 10
  • [38] Detecting text in video frames
    Anthimopoulos, M.
    Gatos, B.
    Pratikakis, I.
    Perantonis, S. J.
    PROCEEDINGS OF THE FOURTH IASTED INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PATTERN RECOGNITION, AND APPLICATIONS, 2007, : 39 - +
  • [39] Caption Detection, Localization and Type Recognition in Arabic News Video
    Zedan, Ibrahim A.
    Elsayed, Khaled M.
    Emary, Eid
    INTERNATIONAL CONFERENCE ON INFORMATICS AND SYSTEMS (INFOS 2016), 2016, : 114 - 120
  • [40] PRINTED ARABIC TEXT RECOGNITION
    HASSAN, FH
    ALI, WH
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 1991, 16 (04): : 511 - 518