An enhanced appearance model for ultrasound image segmentation

被引:3
|
作者
Jiang, YF [1 ]
Zhang, ZJ [1 ]
Cen, F [1 ]
Tsui, HT [1 ]
Lau, TK [1 ]
机构
[1] Chinese Univ Hong Kong, Dept Elect Engn, Hong Kong, Hong Kong, Peoples R China
关键词
D O I
10.1109/ICPR.2004.1334650
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Active Appearance Model (AAM) [1] had been popular on object segmentation for medical images. However, its performance is not good on Ultrasound (US) images. In this paper, we propose an enhanced appearance model which represents the texture by edge structure [2] and reduces the view-dependent feature of US images by a novel data normalization process. In our experiments on general US data, the proposed model shows considerable improvements compared to the original one [1].
引用
收藏
页码:802 / 805
页数:4
相关论文
共 50 条
  • [21] Ultrasound image segmentation based on enhanced generalized gradient vector Flow (EGGVF)
    Zhou, Jiayu
    Tao, Jinxu
    Yang, Yihao
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2025, 103
  • [22] Image Segmentation with a Statistical Appearance Model and a Generic Mumford-Shah Inspired Outside Model
    Albrecht, Thomas
    Vetter, Thomas
    PATTERN RECOGNITION, 2010, 6376 : 61 - 70
  • [23] Reconstruction enhanced probabilistic model for semisupervised tongue image segmentation
    Zhou, Changen
    Fan, Haoyi
    Zhao, Wen
    Xu, Hongben
    Lei, Huangwei
    Yang, Zhaoyang
    Li, Zuoyong
    Li, Candong
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2020, 32 (22):
  • [24] Language-driven Multimodal Model for Intravascular Ultrasound Image Segmentation
    Beijing Anzhen Hospital, Capital Medical University, Beijing, China
    IET. Conf. Proc., 30 (225-230):
  • [25] Integrating a learned probabilistic model with energy functional for ultrasound image segmentation
    Lingling Fang
    Lirong Zhang
    Yibo Yao
    Medical & Biological Engineering & Computing, 2021, 59 : 1917 - 1931
  • [26] An early vision-based snake model for ultrasound image segmentation
    Chen, CM
    Lu, HHS
    Lin, YC
    ULTRASOUND IN MEDICINE AND BIOLOGY, 2000, 26 (02): : 273 - 285
  • [27] Fast model based segmentation of ultrasound data using an active image
    Hönigmann, D
    Ruisz, J
    Pottmann, H
    2002 IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING, PROCEEDINGS, 2002, : 225 - 228
  • [28] Integrating a learned probabilistic model with energy functional for ultrasound image segmentation
    Fang, Lingling
    Zhang, Lirong
    Yao, Yibo
    Medical and Biological Engineering and Computing, 2021, 59 (09): : 1917 - 1931
  • [29] Automatic ultrasound image segmentation by active contour model based on texture
    Rong Lu
    Yi Shen
    ICICIC 2006: FIRST INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING, INFORMATION AND CONTROL, VOL 2, PROCEEDINGS, 2006, : 689 - +
  • [30] Ultrasound image segmentation based on graph model of curve length constraint
    Wen, Q. (07wenqiaon@163.com), 1600, Institute of Computing Technology (26):