| 研究生: |
洪啟峰 Hong, Qi-Feng |
|---|---|
| 論文名稱: |
影像的仿射轉換及其應用 The Affine Transformations of Images and Its Application |
| 指導教授: |
沈士育
Shen, Shih-Yu |
| 學位類別: |
碩士 Master |
| 系所名稱: |
理學院 - 數學系應用數學碩博士班 Department of Mathematics |
| 論文出版年: | 2020 |
| 畢業學年度: | 108 |
| 語文別: | 中文 |
| 論文頁數: | 59 |
| 中文關鍵詞: | 共軛對 、梯度下降法 、最小平方法 、仿射轉換 |
| 外文關鍵詞: | conjugate pair, gradient descent method, least squares method, affine transformation |
| 相關次數: | 點閱:79 下載:21 |
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本論文主要介紹兩影像間的仿設轉換及其應用。
首先,我們會介紹如何找出一影像的特徵點,並利用梯度下降法來找出另一影像的共軛對,根據找出的共軛對的對數,可以分成以下三種情況:第一種情況為找不到三對共軛對,則無法得到仿射轉換;第二種情況為找到剛好三對共軛對,則可利用克拉瑪法則解出方程並得到仿射轉換;第三種情況為找到三對以上共軛對,則可以利用最小平方法找出最適合的仿射轉換。
最後,我們會討論如果有一個凸起物在一個平坦的背景上,則理論上凸起物的表面與平坦的背景的仿射轉換是不一樣的。所以,我們可以藉由仿射轉換的不同判斷出哪些地方可能是凸起物的表面,而知道凸起所在的地方。
The purpose of this study was to investigate how to find the conjugate pairs and affine transformation between two images.We used gradient descent method to find the conjugate pairs of two images.If there are more than three conjugate pairs of two images ,we can use least squares method by these conjugate pairs to find the affine transformation between two images.Another aim was to find out how to determine where the protrusion was.Since the affine transformation of background is different from the affine transformation of the surface of the protrusion.we used this property to determine where the protrusion was.Then,we did the experiment to verify that the affine transformation of background is different from the affine transformation of the surface of the protrusion,and used the property to determine where the protrusion was.Finally, we concluded that the closer camera is to the background ,the more different the affine transformation of background and surface of the protrusion are ,if the protrusion has fixed height.
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