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一种快速图象识别算法 被引量:1

Fast Algorithm of Image Recognition
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摘要 在离散分形布朗随机场(DFBR)理论的基础上,提出一种多分辨率目标识别算法。该算法克服了一般分形方法在固定尺度上提取图象分形特性的缺点,它以小波分解为主要数学工具,利用随机场的功率谱特性以及相邻两级小波分量之间的能量比关系,完成了由粗到精的目标识别。该算法的最大特点是对目标大小具有自适应性,特别适合于自然场景中的多目标识别,同时也使得计算量大大减少。 Based on the Discrete Fractal Brownian Random Field (DFBR) an algorithm of multiresolution object recognition is presented. This algorithm overcomes the defects of the general methods which extract the fractal characteristics within a fixed scale. Using wavelet as the major mathematical tool and by means of the power spectrum of DFBR and the rate of the wavelet coefficients between adjacent scales, a coarse to fine multiobject recognition is accomplished. This algorithm has the adaptability for the sizes of objects and requires less calculation.
出处 《数据采集与处理》 CSCD 1996年第4期246-248,共3页 Journal of Data Acquisition and Processing
基金 国家自然科学基金
关键词 图象识别 图象处理 小波分析 算法 image processing object recognition fractal multiresolution wavelet analysis
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同被引文献10

  • 1Takashi I. Image Segmentation and Contour Detection Using Fractal Coding. IEEE Trans on Circuits and Systems for Video Technology, 1998, 8(8): 968-975 被引量:1
  • 2Tan T, Yan H. Object Recognition Based on Fractal Neighbor Distance. Signal Processing, 2001, 81(10): 2105-2129 被引量:1
  • 3Pentland A P. Fractal-Based Description of Natural Scenes.IEEE Trans on Pattern Analysis and Machine Intelligence,1984, 6:661-674 被引量:1
  • 4Toennies K D, Schnabel J A. Edge Detection Using the Local Fractal Dimension. In: Proc of the IEEE Symposium on Computer-Based Medical Systems. Winston-Salem, NC: IEEE Computer Society Press, 1994, 34 -39 被引量:1
  • 5McGarry G, Deriche M. Modelling Mammographic Images Using Fractional Brownian Motion. In: Proc of the IEEE Region 10th Conference on Digital Signal Processing Applications.Brisbane, Australia, 1997, 299-302 被引量:1
  • 6Espinal F, Huntsberger T, Jawerth B. Kubota T. Wavelet-Based Fractal Signature Analysis for Automatic Target Recogntion. OpticalEngineering, 1998, 37(1): 166-174 被引量:1
  • 7Pentland A P. Shading into Texture, Artificial Intelligence,1986, 29: 147-170 被引量:1
  • 8Jiang C F, Avolio A P. Quantification of Age-Related Changes in the Elastic Texture of the Human Aortic Wall by Directional Fractal Curve. In: Proc of the 18th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. Amsterdam, Netherlands, 1997, V: 2224-2226 被引量:1
  • 9FengJ, I.inWC, Chen C T. Integrating Fractal and Intensity in Image Segmentation. In: Proc of the 18th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. Amsterdam, Netherlands. 1997, Ⅲ 1071-1072 被引量:1
  • 10Su F, Sun J A, Cai A. Fractal Based Texture Analysis for Retrieval of Image Data. In: Proc of 15th Asia-Pacific Conference on Communication. Beijing, China, 1999, Ⅱ : 845-848 被引量:1

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