Application of PSO algorithm with dynamic inertia weight in medical image thresholding segmentation

机译：动态惯性权重的PSO算法在医学图像阈值分割中的应用

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Medical image segmentation is an important application in medical image processing. In order to improve the efficiency of Medical image segmentation, a method to select optimal threshold by PSO algorithm with Dynamic Inertia Weight(DW-PSO) is proposed. It makes the proportion of the local and global searching ability can be effectively controlled in the whole process of optimal searching. Compared with PSO algorithm, DW-PSO gets better effects of image segmentation. The data of experiment shows that DW-PSO has obvious advantage in computing efficiency, the precision and stability of searching optimal threshold, as well as the effect of image segmentation.

机译：医学图像分割是医学图像处理中的重要应用。为了提高医学图像分割的效率，提出了一种采用动态惯性权重（DW-PSO）的PSO算法选择最优阈值的方法。这使得局部和全局搜索能力的比例在整个优化搜索过程中都可以得到有效控制。与PSO算法相比，DW-PSO具有更好的图像分割效果。实验数据表明，DW-PSO在计算效率，搜索最优阈值的精度和稳定性以及图像分割效果方面具有明显的优势。

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《IEEE International Conference on e-Health Networking, Applications and Services》|2017年|1-4|共4页
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Liu Na; Jiang Yan; Li Shu;
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Heuristic algorithms; Image segmentation; Algorithm design and analysis; Biomedical imaging; Particle swarm optimization; Optimization; Gray-scale;

机译：启发式算法;图像分割;算法设计与分析;生物医学成像;粒子群优化;优化;灰度;

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1. Adapt DB-PSO patterns clustering algorithms and its applications in image segmentation [J] . Chen Hua-Ching, Feng Hsuan-Ming, Lin Te-Hui, Multimedia Tools and Applications . 2016,第23期

机译：适应DB-PSO模式聚类算法及其在图像分割中的应用
2. A hybrid cooperative-comprehensive learning based PSO algorithm for image segmentation using multilevel thresholding [J] . Madhubanti Maitra, Amitava Chatterjee Expert systems with applications . 2008,第2期

机译：基于混合协作-综合学习的PSO算法的多阈值图像分割
3. A multi-information fusion "triple variables with iteration" inertia weight PSO algorithm and its application [J] . Li Mi, Chen Huan, Shi Xin, Applied Soft Computing . 2019,第期

机译：多信息融合“具有迭代”惯性重量PSO算法及其应用的多信息融合“三变量
4. Application of PSO algorithm with dynamic inertia weight in medical image thresholding segmentation [C] . Liu Na, Jiang Yan, Li Shu International Conference on e-Health Networking, Applications and Services . 2017

机译：PSO算法在医学图像阈值分割中动态惯性重量的应用
5. Globally Optimal Surface Segmentation for Medical Images Using Deep Learning: Algorithms, Robustness and Applications [D] . ?Zhou, Leixin 2020

机译：整体优化曲面细分为使用Deep 学习医学图像：算法，鲁棒性及应用
6. Thresholding for Medical Image Segmentation for Cancer using Fuzzy Entropy with Level Set Algorithm [O] . Ismail Yaqub Maolood, Yahya Eneid Abdulridha Al-Salhi, Songfeng Lu 2018

机译：基于水平集模糊熵的癌症医学图像分割阈值
7. Improved PSO Algorithm Based on Exponential Center Symmetric Inertia Weight Function and Its Application in Infrared Image Enhancement [O] . Chaoxuan Qin, Xiaohui Gu 2020

机译：基于指数中心对称惯性重量函数的改进的PSO算法及其在红外图像增强中的应用
8. Segmentation Algorithms for Detection of Targets in IR Imagery (Algorithmes de Segmentation pour la Detection de Cibles sur Images IR) [R] . Sevigny, L. 1981

机译：用于检测红外图像中目标的分割算法（算法分割检测可用于图像的IR）

Application of PSO algorithm with dynamic inertia weight in medical image thresholding segmentation

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