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基于改进的教与学优化算法的图像增强方法

毕晓君 潘铁文

哈尔滨工程大学学报2016,Vol.37Issue(12):1716-1721,6.
哈尔滨工程大学学报2016,Vol.37Issue(12):1716-1721,6.DOI:10.11990/jheu.201512048

基于改进的教与学优化算法的图像增强方法

An image enhancement method based on improved teaching-learning-based optimization algorithm

毕晓君 1潘铁文1

作者信息

  • 1. 哈尔滨工程大学 信息与通信工程学院,黑龙江 哈尔滨150001
  • 折叠

摘要

Abstract

To improve image quality and render the enhanced image more suitable for subsequent image processing, an image enhancement method based on improved teaching-learning-based optimization( TLBO) algorithm is pres-ented. First, combining local information with global information, the original image is converted into the enhanced image. Subsequently, an image enhancement optimization model and an evaluation function including edge intensi-ty, edge pixels, and entropy were established. Second, the TLBO algorithm was modified in two aspects: to raise the global search capability and convergence precision the teaching factor was adaptively adjusted for coordinating the diversity and convergence of the population, and an optimal individual guidance mechanism was produced to speed up the convergence. The suggested TLBO was first applied to optimize the image enhancement optimization model. Experiment results show that compared with other methods, the proposed method has better visual effects and image quality.

关键词

教与学优化/图像增强/对比度/视觉效果/评价函数/最优引导/多样性/收敛性

Key words

teaching-learning based optimization/image enhancement/image contrast/visual effect/evaluation function/optimal guidance/diversity/convergence

分类

信息技术与安全科学

引用本文复制引用

毕晓君,潘铁文..基于改进的教与学优化算法的图像增强方法[J].哈尔滨工程大学学报,2016,37(12):1716-1721,6.

基金项目

国家自然科学基金项目(61175126). ()

哈尔滨工程大学学报

OA北大核心CSCDCSTPCD

1006-7043

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