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研究生:曾炫皓
研究生(外文):Hsuan-Hao Tseng
論文名稱:空間變異之適應性參數的gamma校正運用於高曝光與低曝光影像之研究
論文名稱(外文):Research of the adaptive parameter by using space-variant of the gamma correction for high-exposure and low-exposure image
指導教授:張蓺英張蓺英引用關係游正義
指導教授(外文):Yi-Ying ChangCheng-Yi Yu
學位類別:碩士
校院名稱:國立勤益科技大學
系所名稱:資訊工程系
學門:工程學門
學類:電資工程學類
論文種類:學術論文
論文出版年:2013
畢業學年度:101
語文別:中文
論文頁數:72
中文關鍵詞:影像增強對比增強RGB色彩空間適應性的gamma 校正色彩增強
外文關鍵詞:image enhancementcontrast enhancementRGB color spaceadaptive gamma correctioncolor enhancement
相關次數:
  • 被引用被引用:3
  • 點閱點閱:764
  • 評分評分:
  • 下載下載:48
  • 收藏至我的研究室書目清單書目收藏:0
影像增強常常是被討論的議題,其最主要的目的是為了改善影像的品質、可視度以及增加想要表達的細節。本研究最主要的目的就是將曝光度過高或是過低曝光影像中的可視度修正到較佳的結果。在傳統gamma 校正中,參數γ是由使用者手動輸入,所以許多的作者紛紛提出針對參數γ如何選出最佳的結果。
在本論文中,我們提出了對比增強、銳化增強和色彩增強,來改善影像的品質。在影像中的每一個區塊都具有屬於自己的亮度,因此我們提出了一個區域增強的方法計算出gamma 校正中參數γ的理想值,並以RGB色彩模型為雛形設計了一個演算法。

The main object of the image enhancement is increasing quality and visibility in the image. In the thesis, we proposed a simple and effective color enhancement method for the local approach that improved some quality and visibility for the low-exposure and high-exposure image. In the traditional gamma correction, the gamma parameter γis set by user. So many method have been proposed to determine the gamma parameter γ. We are interested in resolving this problem.
In this thesis, we proposed the contrast enhancement, sharpness enhancement and color enhancement. As we know, each block of the image that has their luminance. In this ideal, we proposed the adaptive gamma correction by using the local approach and using the RGB color model to design a simple color enhancement method.

論文口試委員會審定書 i
中文摘要 ii
ABSTRACT iii
誌謝 iv
表目錄 vii
圖目錄 viii
第一章 緒論 1
1.1 研究背景 1
1.2 研究動機與目的 2
1.3 論文架構 3
第二章 文獻探討 4
2.1 影像增強(Image enhancement) 4
2.1.1 Gamma校正 4
2.1.2 直方圖等化 7
2.1.3 重疊處理 13
2.1.4 其他有關直方圖等化與gamma校正之演算法 16
2.2 分群演算法 21
2.2.1 K-Means 21
2.2.2 Fuzzy C-Means 23
2.2.3 Otsu method 24
第三章 提出的方法 26
3.1 對比增強(Contrast enhancement) 26
3.1.1 直方圖修改 27
3.1.2 適應性的Gamma校正 31
3.2 銳化增強(Sharpness enhancement) 39
3.3色彩增強(Color enhancement) 41
第四章 實驗結果 45
4.1主觀分析 46
4.2客觀分析 55
第五章 結論與未來展望 57
5.1結論 57
5.2未來展望 57
參考文獻 59

[1] R. C. Gonzalez, and R. E. Woods, "Digital Image Processing",2nd edition, Prentice Hall, 2002.
[2] Y. T. Kim, “Contrast enhancement using brightness preserving Bi-Histogram equalization”, IEEE Trans. on Consumer Electronics, vol. 43,no. 1, pp. 1-8, Feb. 1997.
[3] Y. Wang, Q. Chen, and B. Zhang, “Image enhancement based on equal area dualistic sub-image histogram equalization method,” IEEE Trans. on Consumer Electronics, vol. 45, no. 1, pp. 68-75, Feb. 1999.
[4] S. D. Chen and A. Ramli, “Minimum mean brightness error Bi-Histogram equalization in contrast enhancement,” IEEE Trans. on Consumer Electronics, vol. 49, no. 4, pp. 1310-1319, Nov. 2003.
[5] S. D. Chen and A. Ramli, “Contrast enhancement using recursive Mean-Separate histogram equalization for scalable brightness preservation,” IEEE Trans. on Consumer Electronics, vol. 49, no. 4, pp. 1301-1309,Nov. 2003.
[6] Q. Wang and R. K. Ward, “Fast Image/Video Contrast Enhancement Based on Weighted Thresholded Histogram Equalization”, IEEE Trans. on Consumer Electronics, vol. 53, no. 2, pp. 757-764, May 2007.
[7] K. Wongsritong, K. Kittayaruasiriwat, F. Cheevasuvit, K. Dejhan, and A. Somboonkaew, “Contrast enhancement using multipeak histogram equalization with brightness preserving”, IEEE Asia-Pasific Conference on Circuit and Systems, pp. 24-27, Nov. 1998.
[8] M. Abdullah-Al-Wadud, M. H. Kabir, M. A. A. Dewan, and Oksam Chae, “A dynamic histogram equalization for image contrast enhancement”, IEEE Trans. on Consumer Electronics, vol. 53, no. 2, pp.593-600, May 2007.
[9] Haidi Ibrahim, and Nicholas Sia Pik Kong, “Brightness preserving dynamic histogram equalization for image contrast enhancement”, IEEE Trans. on Consumer Electronics, vol. 53, no. 4, pp. 1752-1758, Nov. 2007.
[10] Chen Hee Ooi, Nicholas Sia Pik Kong, and Haidi Ibrahim, “Bi-Histogram Equalization with a Plateau Limit for Digital Image Enhancement”, IEEE Trans. on Consumer Electronics, vol. 55, no. 4, Nov. 2009.
[11] Manpreet Kaur, Jasdeep Kaur and Jappreet Kaur, “Survey of Contrast Enhancement Techniques based on Histogram Equalization”, (IJACSA) International Journal of Advanced Computer Science and Applications, vol. 2, no. 7, 2011 pp. 137-141, 2011.
[12] A. Capra, A. Castorina and S. Corchs, “Dynamic Range Optimization by Local Contrast Correction and Histogram Image Analysis,” IEEE ICCE 2006, pp. 309-310, Jan. 2006.
[13] L. Tao and V. K. Asari, “Adaptive and integrated neighborhood dependent approach for nonlinear enhancement for color images”, SPIE Journal of Electronics Imaging, vol. 14, No. 4, pp. 1-14, Dec. 2005.
[14] D. Ghimire and J. Lee, “Nonlinear Transfer Function-Based Local Approach for Color Image Enhancement” IEEE Trans. on Consumer Electronics, vol. 57, no. 2, pp. 858-865, May 2011.
[15] S. Lee, H. Kwon, H. Han, G. Lee and B. Kang, “A Space-Variant Luminance Map based Color Image Enhancement” IEEE Trans. on Consumer Electronics, vol. 56, no. 4, pp. 413-414, Jan. 2010.
[16] R. C. Bilcu, “Multiframe Auto White Balance” IEEE Trans. on Signal Processing Letters, vol. 18, no. 3, pp. 165-169, March 2011.
[17] N. R. Pal and S. K. Pal, “A Review on Image Segmentation Techniques” Pattern Recognition, vol. 26, no. 9, Pages 1277-1294, Sep. 1993.
[18] Wikipedia, the free encyclopedia (2013) - Zone System (http://en.wikipedia.org/wiki/Zone_System)
[19] Wikipedia, the free encyclopedia (2013) - Structural similarity (http://en.wikipedia.org/wiki/Structural_similarity)
[20] 鍾國亮, 影像處理與電腦視覺, 第四版, 東華書局, 台北, 2008.

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