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基于格結構的三帶小波構造及在圖像融合中的應用

Three-band wavelet construction based on lattice structure and its application in image fusion

  • 摘要: 提出了一種構造具有正交性、對稱性、緊支性以及較高消失矩的三帶尺度濾波器與小波濾波器的方法.首先,通過設置尺度濾波器消失矩并轉移尺度濾波器的對稱性性質,有效地減少了構造尺度濾波器過程中未知量的個數以及計算推導過程的復雜度.在此基礎上,利用格結構理論,給出了對具有仿酉特性的多相位矩陣的一種分解方法,并利用這種分解求出了沖擊響應長度為9、消失矩為3以及響應長度為15、消失矩分別為3和4的小波濾波器.最后,把所求得的小波濾波器應用到多聚焦圖像的融合中.實驗結果表明,利用具有上述性質的三帶小波進行圖像融合可以得到比利用二帶小波進行融合更好的效果.

     

    Abstract: An approach to construct a 3-band scaling filter and a wavelet filter was proposed,which not only is of orthogonality,symmetry and compact support but also has high vanishing moments.By setting the vanishing moment and switching the orthogonality of the scaling filter,this approach effectively reduces the number of unknown variables during the process of constructing the scaling filter and the complexity of the calculation process.Subsequently,a decomposition scheme of the polyphase matrix with paraunitary property was proposed on the basis of the lattice structure theory.Using this decomposition scheme,the corresponding wavelet filters are constructed whose impulse response length is 9 and vanishing moment is 3 and whose impulse response length is 15 and vanishing moment is 3 or 4,respectively.Finally,multi focus image fusion is implemented by using these wavelet filters.Experimental data show that the fusion result is better by using these 3-band wavelets than by using dyadic wavelets.

     

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