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研究生: 張世穎
Chang, Shi-Ing
論文名稱: 利用逆向式傅立葉分裝法進行三維疊代式影像重建法之研究
Use Inverse Fourier Rebinning in Three Dimension Iterative Image Reconstruction
指導教授: 許靖涵
Hsu, Ching-Han
蕭穎聰
Hsiao, Ing-Tsung
口試委員:
學位類別: 碩士
Master
系所名稱: 原子科學院 - 生醫工程與環境科學系
Department of Biomedical Engineering and Environmental Sciences
論文出版年: 2009
畢業學年度: 97
語文別: 中文
論文頁數: 88
中文關鍵詞: 傅立葉重新分裝法逆向式傅立葉重新分裝法疊代式影像重建
外文關鍵詞: FORE, inverse FORE, iterative image reconstruction
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  • 現今的盛行的小動物正子斷層掃瞄儀(PET),為了提高計數率,通常會使用全三維的方式去收取資料。但是全三維的影像資料龐大,所以若要直接進行三維的影像重建,會耗費很多的計算時間,所以文獻中提出了重新分裝法,能把三維的正弦圖重新分裝成二維的正弦圖,然後在利用二維的重建法得到影像,如此就可以減少運算時間。之後又有文獻提出利用重新分裝法的概念反向思考,就可以從二維的正弦圖資料推測出三維正弦圖資料,並運用到三維疊代式影像重建法中;本論文就是利用修正過後的逆向式傅立葉分裝法與傅立葉分裝法的概念,來模擬三維疊代式影像重建法最花時間的正向與反向投影這兩部份,以減少三維疊代式影像重建法的時間,並達到與三維重建法一樣的效果。本研究中使用了林口長庚醫院分子影像中心的Inveon-PET的NEMA假體、線射源、點射源以及小動物影像來進行驗證,並與傳統重建方法的比較。由結果可看出在本論文使用的方法,在時間上的確比3DRP來的快速,並且在解析度的表現上也是相近的。


    Animal PET system has become a powerful tool in preclinical imaging applications. In order to improve sensitivity and the counting rate, animal PET systems usually acquire data in fully three dimension mode. Due to the huge amount of 3D data, the computation for 3D reconstruction takes longer. Although rebinning algorithms could reduce the computation time by converting 3D data into 2D, it is believed that fully 3D can preserve the information, and lead to better image quality. In this study, we modified an inverse rebinning (FORE) algorithm to simulate the 3D forward and backward projections that are required in the fully 3D reconstructions. To evaluate the performance of the proposed method, data from animal PET from NEMA phantom, line source, point source and mouse were acquired and reconstructed using the proposed method, and compared to those from conventional 3D reconstruction (3DRP) and rebinning methods with 2D reconstruction. The results demonstrated that our proposed method generated similar performance in resolution with that of 3DRP reconstruction but with much less computation time. Future work will include more Monte Carlo data verification as well as comparison to full 3D reconstruction.

    目錄 中文摘要………………………………………………………………..I 英文摘要………………………………………………………...……..II 目錄…………………………………………………………...……….III 圖目錄………………………………………………………...………IV 表目錄…………………………………………………………………V 第1章 序論……………………………………………………………1 1-1節 研究動機………………………………………………2 1-2節 章節編排………………………………………………3 第2章 正子斷層掃瞄(PET)…………………………………………..4 2-1節 正子斷層掃瞄物理現象………………………………4 2-1-1 正子互毀…………………………………………...4 2-1-2 同符事件…………………………………………...5 2-2節 傳統PET硬體結構…………………………………..6 2-3節 LOR與正弦圖介紹………………………………….10 第3章 PET三維資料介紹…………………………………………..12 3-1節 二維與三維資料之收取方式………………………..13 3-2節 三維資料儲存方式…………………………………..14 3-2-1 Michelogram ...........................................................16 3-2-2 Span..........................................................................17 3-2-3最大環差異..............................................................20 3-2-4不同的Segment.......................................................20 第4章 重新分裝法..............................................................................24 4-1節 單一切面重新分裝法..................................................26 4-2節 多重切面重新分裝法..................................................27 4-3節 傅立葉重新分裝法......................................................30 第5章 利用逆向式重新分裝法做三維疊代式影像重建..................36 5-1節 逆向式傅立葉重新分裝法..........................................37 5-1-1程式做法..................................................................38 5-2節 疊代式影像重建法......................................................39 5-2-1最大相似度與均值最大化演算法..........................40 5-2-2序列子集均值最大化演算法..................................42 5-3節 逆向式傅立葉重新分裝法做三維疊代式影像重建.42 5-3-1計數值常態化..........................................................45 5-3-2初始影像..................................................................46 5-4節 3D reprojection algorithm............................................47 第6章 實驗器材介紹..........................................................................49 6-1節 實驗裝置與硬體參數..................................................49 6-2節 造影器材......................................................................50 第7章 實驗設計與結果討論..............................................................52 7-1節 不同Span的影響........................................................52 7-2節 逆向式傅立葉重新分裝法..........................................57 7-3節 用Inverse FORE做三維疊代式影像重建.................65 7-3-1常態化之比較..........................................................65 7-3-2運算時間的比較......................................................67 7-3-3不同初始影像的比較..............................................68 7-3-4與3DRP方法使用線射源的比較...........................72 7-3-5 z軸解析度之比較....................................................74 7-3-6小老鼠影像與NEMA假體影像.............................75 7-4節 綜合討論......................................................................80 第8章 結論與未來方向......................................................................85 參考文獻................................................................................................87

    參考文獻
    1. 物理雙月刊(廿八卷四期)2006 年8 月 正電子的發現
    2. Simon R. Cherry ,James A. Sorenson ,Michael E. Phelps
    ”Physics in Nuclear Medicine (third edition)”
    3. Defrise M and Kinahan P. “Data acquisition and image reconstruction for 3D
    PET.” Bendriem B and Townsend “The Theory and Practice of 3D PET”
    4. Frederic H. Fahey, DSc “Data Acquisition in PET Imaging” , J. Nucl. Med. June 1, 2002
    5. Defrise M , Kinahan P, D. W. Townsend “Exact and Approximate Rebinning Algorithms for 3-D PET Data”,IEEE Trans. Med. Imag. 16,145-58,1997
    6. Margaret E. Daube-Witherspoon and Gerd Muehllehner “Treatment of Axial Data in Three-Dimensional PET”, J. Nucl. Med. 18, 1717-24,1987

    7. Faycal Ben Bouallegue etal. “Exact and Approximate Fourier Rebinning Algorithms for the Solution of the Data Truncation Problem in 3-D PET” ,IEEE Trans. Med. Imag. 26,No. 7,JULY 2007
    8. 陸正昌 清華大學碩士論文 “A Novel Multi-slice Rebinning Methods Based on Orthogonal Projection in Three Dimensional PET”
    9. Sanghee Cho etal. “Iterative Image Reconstruction Using Inverse Fourier Rebinning for 3-D PET” ,IEEE Trans. Med. Imag. ,26,No. 5, MAY 2007
    10. 10.C. Labbe, H. Zaidi , C. Morel, K. Thielemans “Glossary for STIR”
    11. Xuan Liu, M. Defrise , Christian Michel etal. “Exact Rebinning Methods for Three-Dimensional PET”IEEE, Trans. Med. Imag. ,18, No. 8 ,August 1999
    12. Robert M. Lewitt , Gerd Muehllehner , Joel S. Karp “3D Image Reconstruction for PET by Multi-Slice Rebinning and Axial Filtering” IEEE Trans. Med. Imag ,0-7803-0513-2 ,1992
    13. NEMA NU4 “PERFORMANCE MEASUREMENTS OF SMALL ANIMAL POSITRON EMISSION TOMOGRAPHS”
    14. L.A. Shepp and Y. Vardi “Maximum likelihood reconstruction for emission tomography” IEEE. Trans. Med. Imag. MI-1,113-22, 1982
    15. H.M Hundon and R.S. Larkin “Accelerated image reconstruction using ordered subsets of projection data” IEEE trans. Med. Imag. 13,601-11,1994
    16. TRIUMF “ANALYTIC 3D IMAGE RECONSTRUCTION USING ALL DETECTED EVENTS” IEEE trans. Med. Imag. 36,No. 1,1989

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