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적외선 영상의 동적 범위 압축을 위한 적응적 지역 히스토그램 변형 기법

Adaptive local histogram modification method for dynamic range compression of infrared images

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키워드

주제분류컴퓨터학

초록

In this paper, we propose an effective dynamic range compression (DRC) method of infrared images. A histogram of infrared images has narrow dynamic range compared to visible images. Hence, it is important to apply the effective DRC algorithm for high performance of an infrared image analysis. The proposed algorithm for high dynamic range divides an infrared image into the overlapped blocks and calculates Shannon’s entropy of overlapped blocks. After that, we classify each block according to the value of entropy and apply adaptive histogram modification method each overlapped block. We make an intensity mapping function through result of the adaptive histogram modification method which is using standard-deviation and maximum value of histogram of classified blocks. Lastly, in order to reduce block artifact, we apply hanning window to the overlapped blocks. In experimental result, the proposed method showed better performance of dynamic range compression compared to previous algorithms.

Abstract

In this paper, we propose an effective dynamic range compression (DRC) method of infrared images. A histogram of infrared images has narrow dynamic range compared to visible images. Hence, it is important to apply the effective DRC algorithm for high performance of an infrared image analysis. The proposed algorithm for high dynamic range divides an infrared image into the overlapped blocks and calculates Shannon’s entropy of overlapped blocks. After that, we classify each block according to the value of entropy and apply adaptive histogram modification method each overlapped block. We make an intensity mapping function through result of the adaptive histogram modification method which is using standard-deviation and maximum value of histogram of classified blocks. Lastly, in order to reduce block artifact, we apply hanning window to the overlapped blocks. In experimental result, the proposed method showed better performance of dynamic range compression compared to previous algorithms.

참고문헌 (13)

  1. R. C. Gonzalez, "Digital Image Processing" (2003), Prentice Hall
  2. Zongwei Lu, "Recursive Plateau Histogram Equalization for the Contrast Enhancement of the Infrared Images", International Proceedings of Computer Science &Information Tech, 53, pp.439~ (2012)
  3. V. E. Vickers, "Plateau equalization algorithm for real-time display of high quality infrared imagery", Opt. Eng, 35, pp.1921~1926 (1996)
  4. Tarik Arici, "A Histogram Modification Framework and Its application for Image Contrast Enhancement", IEEE Trans. Image Processing, 18(9), pp.1921~1935 (2009)
  5. Zuiderveld, Karel, "Graphic Gems IV", pp.474~485 (1994), Academic Press Professional
  6. Cheng FC, "Efficient histogram modification using bilateral bezier curve for the contrast enhancement", J Disp Technol, 9(1), pp.44~50 (2013)
  7. Y. Lai, "Improved local histogram equalization with gradient-based weighting process for edge preservation", Multimedia Tools Appl, 76, pp.1585~1613 (2017)
  8. K. Liang, "A new adaptive contrast enhancement algorithm for infrared images based on double plateaus histogram equalization", Infrared Phys. Technol, 55, pp.309~315 (2012)
  9. Tsai, D.Y, "Information entropy measure for evaluation of image quality", J. Dig. Imaging, 21, pp.338~347 (2008)
  10. Yoo, J.H, "Brightness Preservation and Image Enhancement Based on Maximum Entropy Distribution", Convergence and Hybrid Information Technology Springer Berlin, 2012, 365~372
  11. 김주현, "중첩 기반 연산과 Hanning Window를 이용한 블록 불연속 노이즈 방지 알고리즘", 한국정보통신학회논문지, 11(9), pp.1650~1657 (2007), 한국정보통신학회
  12. Chen SD, "Minimum mean brightness error bi-histogram equalization in contrast enhancement", IEEE Trans Consum Electron, 49(4), pp.1310~1319 (2003)
  13. Kim Y, "Contrast enhancement using brightness preserving bi-histogram equalization", IEEE Trans Consum Electron, 43(1), pp.1~8 (1997)

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