earticle

논문검색

Anti-Distortion Image Contrast Enhancement Algorithm Based on Fuzzy Statistical Analysis of the Histogram Equalization

초록

영어

In order to solve such problems as excessive enhancement and chessboard effect, difficult image brightness keeping and distortion in the image enhancement algorithm based on histogram equalization, an anti-distortion image contrast enhancement algorithm based on fuzzy statistics and sub-histogram equalization is proposed in this article. Specifically, the fuzzy set theory is introduced therein to convert the image into fuzzy matrix; then, by virtue of the membership function and the probability of the image gradation, the weighting function is embedded to construct the weighted fuzzy histogram calculation model; then, the mid-value of the initial image is adopted to divide the fuzzy histogram into two sub-histograms, and the corresponding cumulative density functions are defined, and the transformation models thereof are also constructed; then, the inverse transformation function is established to realize defuzzification and output the enhanced image. The experimental data show: compared with the present image enhancement algorithm based on histogram equalization, this algorithm can significantly eliminate excessive enhancement and noise amplification, thus to not only have better visual enhancement quality and anti-distortion performance, but also have maximum AIC (Average Information Contents) value and minimum NIQE (Natural Image Quality Evaluator) value.

목차

Abstract
 1. Introduction
 2. Improved Histogram Equalization
 3. Algorithm Design
  3.1. Generation of Fuzzy Matrix
  3.2. Calculation of Fuzzy Histogram
  3.3. Histogram Division and Equalization
  3.4. Image Defuzzification
 4. Simulation Result and Analysis
  4.1. Image Enhancement Effect Comparison
  4.2. Objective Evaluation for Enhancement Quality
 5. Conclusion
 References

저자정보

  • Yao Nan Department of Jiangsu Electric Power Company Research Institute, NanJing Jiangsu, 211107, China
  • Wang KaiSheng Department of Wuxi Power Supply Company, Wuxi Jiangsu 214000, China
  • Cai Yue Department of Jiangsu Electric Power Company Research Institute, NanJing Jiangsu, 211107, China

참고문헌

자료제공 : 네이버학술정보

    함께 이용한 논문

      ※ 원문제공기관과의 협약기간이 종료되어 열람이 제한될 수 있습니다.

      0개의 논문이 장바구니에 담겼습니다.