簡易檢索 / 詳目顯示

研究生: 陳乃魁
Chen, Nai-Kuei
論文名稱: 基於差值擴張與二維模型於醫學影像之可逆資訊隱藏技術
Reversible Data Hiding for Medical Images Based on Differential Expansion and Two-Dimension Scheme
指導教授: 蘇崇彥
Su, Chung-Yen
學位類別: 碩士
Master
系所名稱: 電機工程學系
Department of Electrical Engineering
論文出版年: 2017
畢業學年度: 105
語文別: 中文
論文頁數: 58
中文關鍵詞: 可逆資料藏入技術差值擴張法浮水印嵌入技術
英文關鍵詞: lossless data hiding, differential expansion, watermarking
DOI URL: https://doi.org/10.6345/NTNU202202690
論文種類: 學術論文
相關次數: 點閱:119下載:5
分享至:
查詢本校圖書館目錄 查詢臺灣博碩士論文知識加值系統 勘誤回報
  • 資訊隱藏技術是一種用於內容認證、保護資訊的方法,在某些應用上,此技術必須是可逆的,像是軍事或是醫療。一般來說,醫學影像中包含許多純黑跟純白的點,而這些點在資訊隱藏技術中有極大的機率會導致溢位的情形發生。 在本論文中,我們提出一個結合差值擴張法與二維差值擴張模型的可逆資訊隱藏技術,可避免溢位的發生。首先我們將影像先分成許多區塊,每個區塊為4×4像素,再根據其平均值及標準差將區塊分為5種類型,其中4種為可嵌入的,1種為不可嵌入的。另外,我們也提出了一個以數學方式證明能有效的區分此5種類型的方法。實驗結果顯示出本論文所提出的方法相對於其他方法在大多數的醫學影像上,能達到較高的嵌入容量及影像品質,且產生較少的位置圖資料量。此外,我們也將此套系統發展成在Android平台上的應用程式。

    Data hiding is a method used for content authentication and information protection. For some applications, such as the medical or military system, the data hiding is required to be reversible. In general, the medical image consists of many pure black and white points which leads to that a data hiding may cause the overflow and underflow problems.
    In this paper, we proposed a new reversible data hiding method for medical images which is based on the difference expansion (DE) method and the two-dimension difference expansion (2D-DE) scheme. Firstly, the image is divided into blocks of 4×4 pixels. Based on the average and standard deviation of each block, the blocks are categorized into five types. Four of them are embedded blocks and the remaining one is a non-embedded block. We also proposed a mathematical approach to efficiently differentiate these five types. Experimental results show that the proposed method compared to the others can achieve higher embedding capacity and generate less the size of location map for most medical images without losing the image quality. Furthermore, we develop this system as an app on Android OS.

    目錄 中文摘要 i 英文摘要 ii 目錄 iv 圖目錄 v 表目錄 vi 第一章 緒論 - 1 - 1.1 研究背景 - 1 - 1.2 研究動機及目的 - 1 - 1.3 論文架構 - 3 - 第二章 文獻探討 - 4 - 2.1 可逆資訊隱藏技術簡介 - 4 - 2.2 相關文獻 - 6 - 2.3 差值擴張法(DE) - 8 - 2.4 哈爾小波轉換(Haar Wavelet Transform) - 11 - 2.5 二維差值擴張模型(2D-DE Scheme) - 13 - 第三章 研究方法 - 16 - 3.1 可逆資訊藏入技術流程 - 16 - 3.2 位置圖資訊紀錄 - 21 - 3.3 可逆資訊取出技術流程 - 22 - 3.4 參數證明與討論 - 24 - 第四章 實驗結果與數據分析 - 31 - 4.1 測試方法 - 31 - 4.2 最大嵌入容量下的比較結果 - 34 - 4.3 各個嵌入容量下之比較數據 - 37 - 第五章 Android應用程式之實現 - 43 - 第六章 結論與未來展望 - 50 - 參考文獻 - 52 -

    [1]痞客邦「物聯網技術在智慧醫療的應用」http://nmart.pixnet.net/blog/post/52967930-%E7%89%A9%E8%81%AF%E7%B6%B2%E6%8A%80%E8%A1%93%E5%9C%A8%E6%99%BA%E6%85%A7%E9%86%AB%E7%99%82%E7%9A%84%E6%87%89%E7%94%A8
    [2]STOCKFEEL「以病人為中心,智慧醫療服務」https://www.stockfeel.com.tw/%E4%BB%A5%E7%97%85%E4%BA%BA%E7%82%BA%E4%B8%AD%E5%BF%83%E2%80%A7%E6%99%BA%E6%85%A7%E9%86%AB%E7%99%82%E6%9C%8D%E5%8B%99/
    [3]S. Poonkuntran, R. S. Rajesh, P. Eswaran, “Analysis of difference expanding method for medical image watermarking”, In International Symposium on Computing, Communication, and Control (ISCCC 2009), 2011, p. 31-34.
    [4]J. Tian, “Reversible watermarking using a difference expansion,” IEEE Trans. Circuits Syst. Video Technol, vol. 13, no. 8, Aug. 2003, pp. 890–896.
    [5]Z. Ni, Y. Q. Shi, N. Ansari, and W. Su, “Reversible data hiding,” IEEE transaction on circuits and systems for video technology, vol. 16, 2006, pp. 354-362.
    [6]G. Xuan, Y. Q. Shi, C. Yang, Y. Zheng, D. Zou, P. Chai, “Lossless data hiding using integer wavelet transform and threshold embedding technique,” in Proc. IEEE international conference on Multimedia and Expo, 2005, pp. 1520-1523.
    [7]H. C. Huang, Y. H. Chen, and Y. Y. Lu, “Histogram-Based difference expansion for reversible data hiding with content statistics,” International Conference on Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP), 2011, pp. 37-40
    [8]W. C. Wu, W. T. Wong, and Z. W. Lin, “Reversible difference expansion embedding using two edge directions,” International Conference on Complex, Intelligent, and Software Intensive Systems (CISIS), 2013, pp. 197-200.
    [9]R. Run, S. Horng, W. Lin, T. Kao, P. Fan, MK. Khan, “An efficient wavelet-tree-based watermarking method,” Expert Systems with Applications, vol. 38, no. 12, Nov. 2011, pp. 14357-14366.
    [10]C. Y. Lin, and C. Y. Su, “An improved wavelet-tree watermarking scheme,” in Proc. IEEE Int. Symp. Intelligent Signal Processing and Communication Systems Nov. 2012, pp. 275-279.
    [11]K.-H. Chiang, K.-C. Chang-Chien, R.-F. Chang, H.-Y. Yen, “Tamper detection and restoring system for medical images using wavelet-based reversible data embedding,” Journal of Digital Imaging ,2008, pp. 77–90
    [12]V. Kumar and V. Natarajan, “Difference expansion based reversible data hiding for medical images,” In Communications and Signal Processing (ICCSP), International Conference on IEEE, 2014, pp. 720-723.
    [13]A.M. Alattar, “Reversible watermark using difference expansion of triplets,” In: Proceedings of International Conference Image Processing (ICIP), 2003, pp.I-501–I-504.
    [14]A.M. Alattar, “Reversible watermark using difference expansion of quads,” In: Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2004, pp. iii-377–iii-380.
    [15]A.M. Alattar, ”Reversible watermark using the difference expansion of a generalized integer transform,” IEEE Transactions on Image Processing, 2004, pp. 1147-1156.
    [16]A.-Q. Osamah M. and B. E. Khoo,“High capacity data hiding schemes for medical images based on difference expansion” Journal of Systems and Software, 2011, pp. 105-112
    [17]A.-Q, Osamah M. and B. E. Khoo, “Two-dimensional difference expansion (2D-DE) scheme with a characteristics-based threshold,” Signal Processing, 2013, pp. 154-162
    [18]S. Han, M. Fujiyoshi and H. Kiya, “A location map-free visible and reversible watermarking method with authentication ability,” APCCAS IEEE Asia Pacific Conference on Circuits and Systems, 2008, pp. 1584-1587.
    [19]M. Liu, H. S. Seah, C. Zhu, W. Lin and F. Tian, “Reducing location map in prediction-based difference expansion for reversible image data embedding,” Signal Processing, 2012, pp. 819-828.
    [20]C. C. Lin, S. P. Yang and N. L. Hsueh, “Lossless data hiding based on difference expansion without a location map,” Image and Signal Processing. CISP'08. Congress on IEEE, vol. 2, 2008, pp. 8-12.
    [21]N. K. Chen, C. Y. Su, C. Y. Shih and Y. T Chen, “Reversible watermarking for medical images using histogram shifting with location map reduction,” IEEE International Conference on Industrial Technology (ICIT), March, 2016, pp. 792-797
    [22]逍遙文工作室「峰值信號雜訊比」https://cg2010studio.com/2013/01/06/%E5%B3%B0%E5%80%BC%E4%BF%A1%E8%99%9F%E9%9B%9C%E8%A8%8A%E6%AF%94-peak-signal-to-noise-ratio/
    [23]逍遙文工作室「[OpenCV]結構相似性」https://cg2010studio.com/2013/01/07/opencv-%E7%B5%90%E6%A7%8B%E7%9B%B8%E4%BC%BC%E6%80%A7-structural-similarity/

    下載圖示
    QR CODE