Computerized tumour boundary detection using a Hopfield neural network

机译：使用Hopfield神经网络的计算机化肿瘤边界检测

获取原文

页面导航

摘要
著录项
相似文献
相关主题

摘要

We present a new approach for detection of the brain tumour boundaries in medical images using a Hopfield network. The boundary detection problem is formulated as an optimization process that seeks the boundary points to minimize an energy functional based on the active contour model. A modified Hopfield network is constructed to solve the optimization problem. Taking advantage of the collective computational ability and energy convergence capability of the Hopfield network, results from the proposed method are comparable to those of standard snakes based algorithms, but with less computation time. Experiments on several magnetic resonance brain images show the effectiveness of our approach.

机译：我们提出了一种使用Hopfield网络检测医学图像中脑肿瘤边界的新方法。边界检测问题被配制成优化过程，其寻求基于主动轮廓模型最小化能量功能的边界点。构建修改过的Hopfield网络以解决优化问题。利用Hopfield网络的集体计算能力和能量收敛能力，所提出的方法的结果与基于标准蛇的算法相当，但计算时间较少。几个磁共振大脑图像的实验表明了我们方法的有效性。

著录项

来源
《IEEE International Conference on Neural Networks》|1995年||共6页
会议地点
作者
Yan Zhu; Hong Yan; Institute of Electric and Electronic Engineer;
展开▼
作者单位

展开▼
会议组织
原文格式 PDF
正文语种
中图分类自动化技术、计算机技术;
关键词

相似文献

外文文献
中文文献
专利

1. Computerized tumor boundary detection using a Hopfield neural network [J] . Yan Zhu, Zhu Yan IEEE Transactions on Medical Imaging . 1997,第1期

机译：使用Hopfield神经网络的计算机肿瘤边界检测
2. Appling a Novel Cost Function to Hopfield Neural Network for Defects Boundaries Detection of Wood Image [J] . Qi D., Zhang P., Zhang X., EURASIP journal on advances in signal processing . 2010,第18期

机译：将新型成本函数应用于Hopfield神经网络进行木材图像缺陷边界检测
3. Appling a Novel Cost Function to Hopfield Neural Network for Defects Boundaries Detection of Wood Image [J] . Dawei Qi, Peng Zhang, Xuefei Zhang, EURASIP journal on advances in signal processing . 2010,第1期

机译：将新型成本函数应用于Hopfield神经网络进行木材图像缺陷边界检测
4. Computerized tumour boundary detection using a Hopfield neural network [C] . Yan Zhu, Hong Yan . 1995

机译：使用Hopfield神经网络的计算机肿瘤边界检测
5. Mathematical analysis of hopfield networks and neural networks implementation of steering controls for semilinear systems. [D] . Pandit, Purnima. 2007

机译：Hopfield网络和神经网络对半线性系统转向控制的数学分析。
6. Beyond the Maximum Storage Capacity Limit in Hopfield Recurrent Neural Networks [O] . Giorgio Gosti, Viola Folli, Marco Leonetti, 2019

机译：超出Hopfield复发性神经网络中的最大存储容量限制
7. Appling a Novel Cost Function to Hopfield Neural Network for Defects Boundaries Detection of Wood Image [O] . Dawei Qi, Peng Zhang, Xuefei Zhang, 2010

机译：将新型成本函数应用于Hopfield神经网络进行木材图像缺陷边界检测
8. Scheduling Link Activation in Multihop Radio Networks by Means of Hopfield NeuralNetwork Techniques [R] . Barnhart, C. M., Wieselthier, J. E., Ephremides, A. 1991

机译：利用Hopfield神经网络技术调度多跳无线电网络链路激活

Computerized tumour boundary detection using a Hopfield neural network

摘要

著录项

相似文献

相关主题

期刊订阅