Image Registration Using B-splines for Contralateral Subtraction of Chest Radiographs

被引:1
作者
Kawaguchi, Tsuyoshi [1 ]
Nagata, Ryoichi [1 ]
Harada, Yoshitomi [1 ,2 ]
Miyake, Hidetoshi [2 ]
机构
[1] Oita Univ, Fac Engn, Oita 87011, Japan
[2] Oita Univ, Fac Med, Yufu, Japan
来源
TENCON 2010: 2010 IEEE REGION 10 CONFERENCE | 2010年
关键词
chest radiograph; computer-aided diagnosis; lung nodule detection; B-splines; COMPUTER-AIDED DIAGNOSIS; TEMPORAL SUBTRACTION; INTERVAL CHANGE; NODULES;
D O I
10.1109/TENCON.2010.5686042
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
Contralateral subtraction (C-sub) is a computer-aided diagnosis technique for detecting pulmonary nodules in chest radiographs. This technique enhances nodules in a chest image by subtracting its right / left reversed mirror image from the original image. In this paper we propose a C-sub scheme which uses a local registration method newly proposed in this paper. We evaluated the subtraction images obtained by the proposed C-sub scheme using 107 images with nodules in JSRT database, whose subtlety levels are 'very subtle', 'subtle', and 'relatively obvious'. First, the quality of rib elimination in subtraction images was evaluated by a radiologist using a three-point rating of 3 (adequate or better), 2 (poor), and 1 (very poor). As the result, 92.5% cases were scored as 3. Next, a radiologist checked whether or not nodules were clearly depicted at the notified locations in subtraction images. And, the quality of nodule depiction was scored as 3 (clearly depicted), 2 (subtly depicted), or 1 (not depicted). As the result, 73.8% cases were scored as 3 and 7.5% cases were scored as 2. The time needed by the proposed scheme was 19.4 seconds for each image on the average of 107 images by a 2.2GHz Intel PC.
引用
收藏
页码:1589 / 1594
页数:6
相关论文
共 13 条
  • [1] Iterative image warping technique for temporal subtraction of sequential chest radiographs to detect interval change
    Ishida, T
    Katsuragawa, S
    Nakamura, K
    MacMahon, H
    Doi, K
    [J]. MEDICAL PHYSICS, 1999, 26 (07) : 1320 - 1329
  • [2] Application of temporal subtraction for detection of interval changes on chest radiographs: Improvement of subtraction images using automated initial image matching
    Ishida, T
    Ashizawa, K
    Engelmann, R
    Katsuragawa, S
    MacMahon, H
    Doi, K
    [J]. JOURNAL OF DIGITAL IMAGING, 1999, 12 (02) : 77 - 86
  • [3] DIGITAL IMAGE SUBTRACTION OF TEMPORALLY SEQUENTIAL CHEST IMAGES FOR DETECTION OF INTERVAL CHANGE
    KANO, A
    DOI, K
    MACMAHON, H
    HASSELL, DD
    GIGER, ML
    [J]. MEDICAL PHYSICS, 1994, 21 (03) : 453 - 461
  • [4] Contralateral subtraction: A novel technique for detection of asymmetric abnormalities on digital chest radiographs
    Li, Q
    Katsuragawa, S
    Ishida, T
    Yoshida, H
    Tsukuda, S
    MacMahon, H
    Doi, K
    [J]. MEDICAL PHYSICS, 2000, 27 (01) : 47 - 55
  • [5] Improved contralateral subtraction images by use of elastic matching technique
    Li, Q
    Katsuragawa, S
    Doi, K
    [J]. MEDICAL PHYSICS, 2000, 27 (08) : 1934 - 1942
  • [6] Temporal subtraction of thorax CR images using a statistical deformation model
    Loeckx, D
    Maes, F
    Vandermeulen, D
    Suetens, P
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2003, 22 (11) : 1490 - 1504
  • [7] Nagata R., 2009, Proceedings of the 2009 International Nuclear Atlantic Conference, P1
  • [8] Clinical effectiveness of improved temporal subtraction for digital chest radiographs
    Nakagawa, K
    Oosawa, A
    Tanaka, H
    Ohtomo, K
    [J]. MEDICAL IMAGING 2002: IMAGE PERCEPTION, OBSERVER PERFORMANCE, AND TECHNOLOGY ASSESSMENT, 2002, 4686 : 319 - 330
  • [9] Rogers D.F., 1990, Mathematical Elements for Computer Graphics, V2nd
  • [10] Development of a digital image database for chest radiographs with and without a lung nodule: Receiver operating characteristic analysis of radiologists' detection of pulmonary nodules
    Shiraishi, J
    Katsuragawa, S
    Ikezoe, J
    Matsumoto, T
    Kobayashi, T
    Komatsu, K
    Matsui, M
    Fujita, H
    Kodera, Y
    Doi, K
    [J]. AMERICAN JOURNAL OF ROENTGENOLOGY, 2000, 174 (01) : 71 - 74