Affiliation:
1. School of Computer & Information Engineering, Jiangxi Normal University, Nanchang 330022, China
2. School of Information Engineering, Nanchang Institute of Technology, Nanchang 330099, China
Abstract
With the rapid development of science and technology, ultrasound has been paid more and more attention by people, and it is widely used in engineering, diagnosis, and detection. In this paper, an ultrasonic image recognition method based on immune algorithm is proposed for ultrasonic images, and its method is applied to medical ultrasound liver image recognition. Firstly, this paper grays out the ultrasound liver image and selects the region of interest of the image. Secondly, it extracts the feature based on spatial gray matrix independent matrix, spatial frequency decomposition, and fractal features. Then, the immune algorithm is used to classify and identify the normal liver, liver cirrhosis, and liver cancer ultrasound images. Finally, based on the deficiency of the immune algorithm, it is combined with the support vector machine to form an optimized immune algorithm, which improves the performance of ultrasonic liver image classification and recognition. The simulation shows that this paper can effectively classify the normal liver, liver cirrhosis, and liver cancer ultrasound images. Compared with the traditional immune algorithm, this paper combines the immune algorithm with the support vector machine, and the optimized immune algorithm can effectively improve the performance of ultrasonic liver image classification and recognition.
Funder
Support Program for Outstanding Youth Talents in Jiangxi Province
Subject
Applied Mathematics,General Immunology and Microbiology,General Biochemistry, Genetics and Molecular Biology,Modeling and Simulation,General Medicine
Reference33 articles.
1. Advances in digital image processing and information technology;D. Nagamalai;Communications in Computer & Information Science,2011
2. Applied-Information Technology with Method of Digital Image Noise Processing
3. Informationization teaching reform and practice based on student needs: a case study of digital image processing course website constructionsing;D. U. Yun-Ming;Value Engineering,2016
4. Parameter estimation for time-delay chaotic system by particle swarm optimization
5. Energy Efficient Routing in Wireless Sensor Networks Based on Fuzzy Ant Colony Optimization
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