A Combined Edge and Connected Component Based Approach for Kannada Text Detection in Images

被引:0
|
作者
Siddiqua, Shahzia [1 ]
Naveena, C. [2 ]
Manvi, Sunil Kumar [1 ]
机构
[1] Reva Univ, Sch Comp & Informat Technol, Bengaluru, India
[2] SJBIT, Dept Comp Sci & Engn, Bengaluru, India
关键词
Text detection; Kannada text; Edge detection; Feature filtering; Binarization; LOCALIZATION;
D O I
10.1109/ICRAECT.2017.35
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents an approach for Kannada text detection from scene images. The sturdiness of the system comes from three facets. Firstly, a morphological edge detection method is employed. In this a threshold level is determined resulting in an edged image. Secondly, a text feature filtering method is used which removes maximum non-letter components. Also, the method results in majority of letter components that are within the range of mean height of the residual bounding boxes. Finally, a text region binarization method is applied using a threshold from the residual bounding boxes. The performance of the proposed method was tested on self-captured images having kannada text and the results are satisfactory.
引用
收藏
页码:121 / 125
页数:5
相关论文
共 50 条
  • [41] Text Line Segmentation for Unconstrained Handwritten Document Images Using Neighborhood Connected Component Analysis
    Khandelwal, Abhishek
    Choudhury, Pritha
    Sarkar, Ram
    Basu, Subhadip
    Nasipuri, Mita
    Das, Nibaran
    [J]. PATTERN RECOGNITION AND MACHINE INTELLIGENCE, PROCEEDINGS, 2009, 5909 : 369 - +
  • [42] Violent Scenes Detection based on Connected Component Analysis
    Labbedi, Samira
    MariemGnouma
    RidhaEjbali
    Zaied, Mourad
    [J]. THIRTEENTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2020), 2021, 11605
  • [43] CONNECTED COMPONENT BASED TECHNIQUE FOR AUTOMATIC EAR DETECTION
    Prakash, Surya
    Jayaraman, Umarani
    Gupta, Phalguni
    [J]. 2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6, 2009, : 2741 - 2744
  • [44] Edge detection of images based on NSCT and KFCM
    College of Electronic and Information Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing
    Jiangsu
    210016, China
    不详
    Jiangsu
    210037, China
    不详
    Sichuan
    610031, China
    不详
    Guangdong
    518060, China
    [J]. Huanan Ligong Daxue Xuebao, 5 (59-65):
  • [45] Fast text line detection by finding linear connected components on Canny edge image
    Jung, Hyun Il
    Kim, Hae Kwang
    Oh, Weon Gun
    [J]. 2015 21ST KOREA-JAPAN JOINT WORKSHOP ON FRONTIERS OF COMPUTER VISION, 2015,
  • [46] A New Skeletonization Method Based on Connected Component Approach
    Kumar, V. Vijaya
    Srikrishna, A.
    Shaik, Sadiq Ali
    Trinath, S.
    [J]. INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2008, 8 (02): : 133 - 137
  • [47] VIDEO TEXT DETECTION BASED ON FILTERS AND EDGE FEATURES
    Shivakumara, Palaiahnakote
    Phan, Trung Quy
    Tan, Chew Lim
    [J]. ICME: 2009 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-3, 2009, : 514 - 517
  • [48] Hybrid approach based hough transform and connected component analysis for circular objects detection and measurement
    Yan, Shi-Ju
    Wang, Cheng-Tao
    Qian, Li-Wei
    [J]. Zidonghua Xuebao/Acta Automatica Sinica, 2008, 34 (04): : 408 - 413
  • [49] Corner detection and connected component extraction of JBIG-encoded document images
    Zhao, J
    Latifi, S
    Yao, DS
    Regentova, E
    [J]. MATHEMATICS AND APPLICATIONS OF DATA/IMAGE CODING, COMPRESSION, AND ENCRYPTION III, 2000, 4122 : 127 - 137
  • [50] An adaptive edge detection operator for noisy images based on a total variation approach restoration
    Abed, Sa'ed
    Ali, Mohammed H.
    Al-Shayeji, Mohammad
    [J]. COMPUTER SYSTEMS SCIENCE AND ENGINEERING, 2017, 32 (01): : 21 - 33