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研究生: 陳威豪
Wei-Hao Chen
論文名稱: 基於樣本學習之肖像畫產生系統的研究
Example-based Facial Sketch Generating System
指導教授: 楊熙年
Shi-Nine Yang
口試委員:
學位類別: 碩士
Master
系所名稱: 電機資訊學院 - 資訊工程學系
Computer Science
論文出版年: 2005
畢業學年度: 93
語文別: 中文
論文頁數: 44
中文關鍵詞: 肖像畫素描樣本學習
外文關鍵詞: portrait, sketch, example-based learning
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  • 本篇論文提出了一個基於樣本學習的方法,由一張給定的人臉
    相片合成人臉肖像畫素描。整個系統包含了特徵擷取以及合成兩個
    模組。在特徵擷取模組部份,我們利用學習過的Active Appearance
    Model (AAM)來自動定位人臉的特徵點,接著藉由這些特徵點所提供
    的幾何位置,來計算人臉各部位,如眼睛、鼻子、嘴唇等部位之特
    徵向量。在合成模組的部份,我們對輸入之人臉相片計算特徵向量
    以後,從繪圖庫中找出與其各部位最相似的人臉繪圖零件。最後將
    這些繪圖零件、由特徵向量得到的臉部配置參數、以及所選定的髮
    型樣板等,加以整合並合成出整體的人臉肖像畫素描。最後提出一
    些實驗樣本以顯示此方法的有效性。


    This thesis presents an example-based method to
    synthesize a human portrait sketch from the given photo. There
    are two major modules in the proposed method:the feature
    extraction module, and the synthesis module. In the feature
    extraction module, we take advantage of the trained Active
    Appearance Model (AAM) to automatically extract feature
    points from the given example. Then we compute feature
    vectors of face components, such as eyes, nose, lip, and so on
    according to the geometric positions of feature points. In the
    synthesis module, we first compute the feature vectors of the
    given photo. Then, based on these feature vectors we find the
    most similar drawing component of each face component in the
    example database. With these retrieved face components and
    user selected hair style, we construct the final human facial
    sketch according to the placement parameters obtained from
    feature vectors. Several experimental examples are given to
    demonstrate the effectiveness of the proposed method.

    英文摘要(Abstract) ............................................................................ i 中文摘要.................................................................................................... ii 致謝(Acknowledgement) ........................................................................ iii 目錄(Contents)....................................................................................... iv 圖表目錄(Figures) ................................................................................ vi 第一章 簡介...............................................................................................1 第二章 相關論文研究..............................................................................5 第三章 人臉特徵之偵測、擷取與比對..................................................7 3.1 系統架構......................................................................................7 3.2 AAM................................................................................................8 3.2.1 ASM.....................................................................................9 3.2.2 AAM...................................................................................10 3.2.3 AAM 特徵點的定義..........................................................10 3.2.4 AAM 的訓練......................................................................12 3.3 特徵向量與比對........................................................................15 3.3.1 特徵向量.........................................................................16 3.3.2 特徵向量的比對.............................................................17 第四章 肖像畫之SVG 向量圖合成........................................................19 4.1 SVG 格式(Scalable Vector Graphics) ................................19 4.2 整體SVG 之合成........................................................................21 4.2.1 利用特徵向量與asf 檔案之資訊................................21 4.2.2 頭髮樣板部分.................................................................27 4.2.3 分層生成.........................................................................29 4.3 結果與討論................................................................................29 第五章 結論及未來改進方向................................................................34 參考文獻(Bibliography): ..................................................................36

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