Affine-invariant character recognition by progressive removing

被引:0
|
作者
Iwamura, Masakazu [1 ]
Horimatsu, Akira [1 ]
Niwa, Ryo [1 ]
Kise, Koichi [1 ]
Uchida, Seiichi [2 ]
Omachi, Shinichiro [3 ]
机构
[1] Osaka Prefecture Univ, Grad Sch Engn, Osaka, Japan
[2] Kyushu Univ, Fac Engn, Fukuoka 812, Japan
[3] Tohoku Univ, Fac Engn, Sendai, Miyagi 980, Japan
关键词
approximate ellipse; normalization; feature histogram; progressive removing;
D O I
10.1002/eej.22276
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
Recognizing characters in scene images suffering from perspective distortion is a challenge. Although there are some methods to overcome this difficulty, they are time-consuming. In this paper, we propose a set of affine-invariant features and a new recognition scheme called progressive removing that can help reduce the processing time. Progressive removing gradually removes less feasible categories and skew angles by using multiple classifiers. We observed that progressive removing and the use of the affine invariant features reduced the processing time by about 60% in comparison to a trivial algorithm without decreasing the recognition rate. (c) 2012 Wiley Periodicals, Inc. Electr Eng Jpn, 180(2): 5563, 2012; Published online in Wiley Online Library (). DOI 10.1002/eej.22276
引用
收藏
页码:55 / 63
页数:9
相关论文
共 50 条
  • [31] Black-box attacks on face recognition via affine-invariant training
    Bowen Sun
    Hang Su
    Shibao Zheng
    Neural Computing and Applications, 2024, 36 : 8549 - 8564
  • [32] Novel affine-invariant curve descriptor for curve matching and occluded object recognition
    Fu, Huijing
    Tian, Zheng
    Ran, Maohua
    Fan, Ming
    IET COMPUTER VISION, 2013, 7 (04) : 279 - 292
  • [33] LAM: Locality affine-invariant feature matching
    Li, Jiayuan
    Hu, Qingwu
    Ai, Mingyao
    ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2019, 154 : 28 - 40
  • [34] Measures of full dimension on affine-invariant sets
    Kenyon, R
    Peres, Y
    ERGODIC THEORY AND DYNAMICAL SYSTEMS, 1996, 16 : 307 - 323
  • [35] Affine-invariant distances, envelopes and symmetry sets
    Giblin, PJ
    Sapiro, G
    GEOMETRIAE DEDICATA, 1998, 71 (03) : 237 - 261
  • [36] Adaptive locally affine-invariant shape matching
    Smit Marvaniya
    Raj Gupta
    Anurag Mittal
    Machine Vision and Applications, 2018, 29 : 553 - 572
  • [37] Affine-Invariant Distances, Envelopes and Symmetry Sets
    Peter J. Giblin
    Guillermo Sapiro
    Geometriae Dedicata, 1998, 71 : 237 - 261
  • [38] Affine-invariant curvature estimators for implicit surfaces
    Andrade, Maria
    Lewiner, Thomas
    COMPUTER AIDED GEOMETRIC DESIGN, 2012, 29 (02) : 162 - 173
  • [39] Adaptive locally affine-invariant shape matching
    Marvaniya, Smit
    Gupta, Raj
    Mittal, Anurag
    MACHINE VISION AND APPLICATIONS, 2018, 29 (04) : 553 - 572
  • [40] ON SELF-DUAL AFFINE-INVARIANT CODES
    CHARPIN, P
    LEVYDITVEHEL, F
    JOURNAL OF COMBINATORIAL THEORY SERIES A, 1994, 67 (02) : 223 - 244