Computer Science

Computer Science ›› 2023, Vol. 50 ›› Issue (6A): 220100138-7.doi: 10.11896/jsjkx.220100138

• Image Processing & Multimedia Technology • Previous Articles     Next Articles

Fusion Multi-feature Fuzzy Model for Target Recognition and Its Application

RUAN Wang, HAO Guosheng, WANG Xia, HU Xiaoting, YANG Zihao   

  1. School of Computer Science and Technology,Jiangsu Normal University,Xuzhou,Jiangsu 221116,China
  • Online:2023-06-10 Published:2023-06-12
  • About author:RUAN Wang,born in 1997,postgra-duate.His main research interests include computer vision,fuzzy mathematics,and deep learning. HAO Guosheng,born in 1972,Ph.D,professor,is a member of China Computer Federation.His main research interests include machine learning and evolutionary computation.
  • Supported by:
    National Natural Science Foundation of China(61673196),Xuzhou Science and Technology Planning Project(KC19213),Jiangsu Graduate Research and Practice Innovation Program(KYCX21_2633) and Cel Network Next Generation Internet Technology Innovation Project(NGII20190513).

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Abstract: In natural recognition scenes,image features are often characterized by complexity,diversity and fuzziness,and lack of consideration of the relationship between features when using multiple features for image recognition,a target recognition fuzzy model integrating multiple image features is proposed.Firstly,the image feature is extracted,the value of the feature is taken as the fuzzy set of the model,and the corresponding membership function is given.Secondly,the evaluation index of the model is gi-ven,and the feasibility of the model is demonstrated according to the index.Thirdly,particle swarm optimization algorithm is used to optimize the parameters of membership function of image features.Finally,the target recognition algorithm based on feature fusion fuzzy model is proposed,which is applied to filling-mark recognition and the hot rolled strip surface defect recognition.Experimental results show that the designed model performs well under the evaluation index,and the algorithm significantly improves the accuracy and robustness of target recognition and the rationality of feature fusion.

Key words: Target recognition, Feature fusion, Fuzzy mathematics, Membership function, Particle swarm optimization algorithm

CLC Number: 

  • TP391
[1]CHENG K Q,ZHU Z L,DENG X M.Deep learning for multi-scale object detection:A survey[J].Journal of Software,2021,32(4):1201-1227.
[2]LIU W B,ZOU Z Y,XING W W.Feature fusion methods in pattern classification[J].Journal of Beijing University of Posts and Telecommunications,2017,40(4):1-8.
[3]SUN F C,LUO M N.Overview of fuzzy system modeling[J].Journal of HangzhouDianzi University(Natural Science Edition),2015,35(5):1-6.
[4]ZHU M Y,YANG Y L,JIA X L.The Image Fusion Algorithm Based on Wavelet Transform and Fuzzy Math[J].Journal of System Simulation 2008,20(S1):375-380.
[5]LI C F,NIE S D.Medical image processing and analysis based on fuzzy mathematics[J].Chinese Journal of Medical Physics,2011(4):2750-2753.
[6]YJ Z.Image engineering[M].Beijing:Beijing Tsinghua University Press,2006:256-261.
[7]DANG H E.Tibetan Character Recognition inthe Glyph Outline Feature Extraction Algorithms And Simulation[J].Computer Integrated Manufacturing Systems,2016,(11):4.
[8]FEN G B,CHEN Y H,LIU S Z.Segmentation of breast cancer on DCE-MRI images with MRF energy and fuzzy speed function[J].ACTA Automatica Sinica,2020,46(6):1188-1199.
[9]AL-AMEEN Z.Contrast Enhancement of Digital Images Using an Improved Type-II Fuzzy Set-Based Algorithm[J].Traitement du Signal,2021,38(1):39-50.
[10]WAI K W,CHI J T,THU S M,et al.Fuzzy Logic Based Perceptual Image Hashing Algorithm in Malaysian Banknotes Detection System for the Visually Impaired[J].Artificial Intelligence Advances,2021,3(1):13.
[11]RUAN S L.Research on information extraction and recognition technology in online marking[D].Chengdu:Chengdu University of Electronic Science and technology,2010.
[12]YAO S L,WANG S R,GAI M.A Novel Recognition Algorithm of Objective Questions for Exam Answer Sheets[J].Journal of Graphics,2019,40(5):900-907.
[13]LI D D,ZHANG L M,DENG X Y.dynamic gesture recognition based on multi-feature fusion[J].Computer Applications and Software,2021,38(8):6.
[14]YANG X S,CAI B Y,ZHANG J M.Life jacket detection algorithm based on HSV color feature and contour area[J].Compu-ter Engineering and Applications,2016,52(3):184-188.
[15]HAN M F,LI S Y,WAN X,et al.Integrating multiple features for tracking vehicles in satellite videos[J].Journal of Image and Graphics,2021,26(11):2741-2750.
[16]PING T,LI X F,XU J M.Catenary insulator defect detection based on contour features and gray similarity matching[J].Journal of Zhejiang University-Science A(Applied Physics & Engineering),2020,21(1):64-73.
[17]LU Y Y,FENG H,LI J.Active contour image segmentation combined with statistical modeling of distribution metrics[J].Computer Engineering and Applications,2020,56(7):228-233.
[18]WANG B X,LIU G W,LIU Metal Color to grayscale algorithm based on local contrast enhancement in contourlet transform domain[J].Chinese Journal of Liquid Crystals and Displays,2020,35(2):10.
[19]LI Y,HAN X H,ZHANG L.Seismic P-Wave First-ArrivalPicking Model Based on Spatiotemporal Attention Mechanism[J].Computer Engineering and Applications,2021(1):1-16.
[20]HU Y,CHEN X B,LIANG J.Vehicle Re-Identification Method Based on Part Features and Multi-Attention[J].Journal of Computer Research and Development,2021(1):1-11.
[21]PAN Z H,ZHU J,CHI X Y.Image super-resolution modelbased on feature fusion and attention mechanism[J].Application Research of Computers,2021(1):1-6.
[22]MA J Y,WANG C M.Real-time Video Frame InterpolationBased on Multi-scale Optical Prediction and Fusion[J].Journal of Chinese Computer Systems,2021(1):1-6.
[23]LI H,YANG C.Vehicle re-identification based on local feature and focus fusion[J].Electronic Measurement Tech-nology,2021(1):1-11.
[24]YI F,JING G,DUAN H H.Multimodal MRI glioma segmentation combined with gray histogram and cellular automaton[J].Research on Computer Applications,2019,36(10):7.
[25]LUO Z Y,ZHANG P C,YAO J J.Answer sheet recognitionbased on Hough transform[J].Computer Applications and Software,2020,37(3):251-256.
[26]PELI E.Contrast in complex images[J].Journal of the Optical Society of America.A,Optics and Image Science,1990,7(10):2032-2040.
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