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研究生:王慧宜
研究生(外文):Wang,Hui-I
論文名稱:以多人為基礎之人臉美化演算法
論文名稱(外文):An Algorithm For Multi-facial Skin Beautification Design
指導教授:趙于翔趙于翔引用關係
指導教授(外文):Zhao,Yu-Xiang
口試委員:夏至賢、馮玄明、趙于翔
口試日期:2016-06-14
學位類別:碩士
校院名稱:國立金門大學
系所名稱:理工學院工程科技碩士在職專班資訊系統組
學門:工程學門
學類:綜合工程學類
論文種類:學術論文
論文出版年:2016
畢業學年度:104
語文別:中文
論文頁數:73
中文關鍵詞:人臉美化、膚色偵測、人臉偵測、臉部遮罩、影像平滑、泊松圖像編輯
外文關鍵詞:skin beautification、skin color detection、face detection、poisson image algorithm
相關次數:
  • 被引用被引用:2
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  • 下載下載:40
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隨著數位照相技術的發展,越來越多人使用智慧型手機與數位相機於戶外拍攝生活照片,且隨著近年來網路社群的盛行,越來越多人喜歡透過網路社群分享拍攝的照片並將自已美好的一面呈現出來。但是,隨著年齡的增長與日常生活的壓力,皮膚會出現老化與暗沉的問題,造成所拍攝出來的影像不如預期。目前市面上影像軟體常見的處理方式,仍然需要使用者手動的操作定位人臉或者是臉部特徵,雖然可以解決多人臉尋找的問題,但對於非人臉的處理仍有一些瑕疵存在。有鑒於此,本文提出一套基於多人為基礎之人臉美化演算法,首先,採用膚色偵測搭配人臉偵測找出影像中人臉的位置,並透過膚色區塊搜尋與人臉偵測區域整合判斷出影像中人臉的臉部遮罩,同時將原影像進行亮度調整以及雙邊濾波器作平滑運算。最後,利用泊松圖像編輯將平滑後的影像透過臉部遮罩無縫接合至原影像中,使影像中的人臉達到修整與美化的效果,且非人臉部分仍可以維持原有的風貌,此方法可推廣至多人環境的影像中。實驗結果顯示,本文提出人臉美化演算法相較於其他的演算法能有效的改善影像中人臉皮膚上皺紋、暗沉和其他皮膚問題。
With the advance of technology and science, more and more people use smartphones and digital cameras to shoot their outdoor life photos. On the other hand, with the rise in popularity of the internet, more and more people like to share their photos through the online community. Everyone hopes the bright side presented to the others but the photos shoot are often not as expected, because the skin becomes old and dull by the increasing age and stress of life. Currently, the common APP on the market still requires the user to manually locate the facial location or facial features. Although it is possible to solve the problems of the face searching, but it still exists some flaws on the non-face part. For this reason, we propose an algorithm for multi-facial skin beautification design to improve the photo of the human face skin wrinkles, dull and other skin problems. First, the face location in the photo is searched by skin color detection and face detection, and the face mask is determined by the areas of the skin color detection and face detection. On the other hand, the original photo brightness is adjusted and using a bilateral filter for image smoothing. Finally, we use the Poisson image algorithm to seamless the smoothing image to the original image by the face mask. The proposed method can be extended to a multiplayer environment photos and improve the human face skin wrinkles, dull and other skin problems. In addition, the non-face areas can still also maintain the original photo style. Finally, the experimental results show that the proposed algorithm is better than other algorithm and achieve satisfied performance.
摘要 I
ABSTRACT II
誌謝 III
目錄 IV
圖目錄 VI
表目錄 IX
第一章 緒論 1
1.1 研究動機 1
1.2 研究目的 1
1.3 論文架構 2
第二章 相關技術研究 3
2.1 色彩空間 3
2.2 膚色偵測 6
2.2.1基於Soriano等人提出之RGB膚色偵測 7
2.2.2基於Kovac等人提出之RGB膚色偵測 8
2.2.3 HSI膚色偵測 9
2.2.4 YCbCr膚色偵測 9
2.3 美化濾波器 11
2.3.1均值濾波器 11
2.3.2高斯濾波器 13
2.3.3雙邊濾波器 15
2.4 連通物件標示演算法 17
2.5 人臉偵測 18
2.5.1 Haar-Like Features 20
2.5.2積分影像法 21
2.5.3 AdaBoots演算法 23
2.5.4弱分類器 23
2.5.5階層分類器 25
2.6 無縫接合技術介紹 26
第三章 研究方法 29
3.1 人臉偵測 30
3.2膚色偵測 32
3.3區域偵測及臉部遮罩 32
3.4亮度調整 36
3.5美化濾波器 37
3.6無縫接合 44
第四章 實驗結果及比較 48
4.1 實驗結果 48
4.2 比較結果 53
第五章 結論及未來展望 57
5.1 結論 57
5.2 未來展望 58
附錄 63


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