Offline writer verification using pen pressure information from infrared image

被引:13
|
作者
Okawa, Manabu [1 ,2 ]
Yoshida, Kenichi [2 ]
机构
[1] Metropolitan Police Dept, Criminal Invest Lab, Chiyoda Ku, Tokyo 1008929, Japan
[2] Univ Tsukuba, Bunkyo Ku, Tokyo 1120012, Japan
关键词
SIGNATURE VERIFICATION; RECOGNITION;
D O I
10.1049/iet-bmt.2012.0068
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Writer verification methods from handwriting images have been widely used in biometrics, forensic casework and so on. However, their performance conducted by a computer is still far behind that of human beings. This study proposes an offline writer verification method which uses a new hybrid feature. The characteristics of this new feature are the combination of shape and pen pressure information. For shape information, the authors use the weighted direction code histogram, which is often used in Japanese handwriting recognition and writer verification methods. For pen pressure information, the authors use the texture features of infrared (IR) images obtained from a multi-band image scanner. Although the simple use of pen pressure information encoded in the IR image cannot improve the geometric mean (g-mean)-based error rate, the use of clipping process and second-order statistics can decrease the g-mean-based error rate from 4.8 to 3.2%.
引用
收藏
页码:199 / 207
页数:9
相关论文
共 50 条
  • [21] Verification of Usability of Teleoperation System Using Past Image Records by Sharing Information Obtained from External Cameras
    Hara, Shunsuke
    Sato, Noritaka
    Morita, Yoshifumi
    [J]. 2014 14TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS 2014), 2014, : 78 - 81
  • [22] Airport runway recognition in complex infrared image using contextual information
    Niu, Zhaodong
    Liu, Songlin
    Wang, Dinghe
    Tang, Da
    Chen, Zengping
    [J]. MIPPR 2013: AUTOMATIC TARGET RECOGNITION AND NAVIGATION, 2013, 8918
  • [23] Visible and Infrared Image Automatic Registration Algorithm Using Mutual Information
    Jiang, Jing
    Zhang, Xuesong
    [J]. 2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, : 1322 - +
  • [24] Dim target detection in infrared image sequences using accumulated information
    He, Wei
    Zhang, Li
    [J]. INNOVATIVE ALGORITHMS AND TECHNIQUES IN AUTOMATION, INDUSTRIAL ELECTRONICS AND TELECOMMUNICATIONS, 2007, : 493 - +
  • [25] A Level Set Method for Infrared Image Segmentation Using Global and Local Information
    Wan, Minjie
    Gu, Guohua
    Sun, Jianhong
    Qian, Weixian
    Ren, Kan
    Chen, Qian
    Maldague, Xavier
    [J]. REMOTE SENSING, 2018, 10 (07):
  • [26] Offline Signature Verification with VLAD Using Fused KAZE Features from Foreground and Background Signature Images
    Okawa, Manabu
    [J]. 2017 14TH IAPR INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION (ICDAR), VOL 1, 2017, : 1198 - 1203
  • [27] Image Dehazing Using Near-Infrared Information Based on Dark Channel Prior
    Hua, Zhen
    Ding, Yuanjuan
    Li, Jinjiang
    [J]. 2020 INTERNATIONAL CONFERENCE ON IDENTIFICATION, INFORMATION AND KNOWLEDGE IN THE INTERNET OF THINGS (IIKI2020), 2021, 187 : 18 - 23
  • [28] A goal-oriented verification-based approach for target text line extraction from a document image captured by a pen scanner
    Bai, ZL
    Huo, Q
    [J]. PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, 2004, : 574 - 577
  • [29] Using UnGraph to extract data from image files: Verification of reliability and validity
    Shadish, William R.
    Brasil, Isabel C. C.
    Illingworth, David A.
    White, Kristen D.
    Galindo, Rodolfo
    Nagler, Eden D.
    Rindskopf, David M.
    [J]. BEHAVIOR RESEARCH METHODS, 2009, 41 (01) : 177 - 183
  • [30] Using UnGraph to extract data from image files: Verification of reliability and validity
    William R. Shadish
    Isabel C. C. Brasil
    David A. Illingworth
    Kristen D. White
    Rodolfo Galindo
    Eden D. Nagler
    David M. Rindskopf
    [J]. Behavior Research Methods, 2009, 41 : 177 - 183