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Multichannel image contrast enhancement based on linguistic rule-based intensificators

DOI:10.1016/j.asoc.2018.12.034 期刊:Applied Soft Computing 出版年份:2019 更新时间:2025-09-23 15:23:52
摘要: This study follows the direct approach to image contrast enhancement, which changes the image contrast at each its pixel and is more effective than the indirect approach that deals with image histograms. However, there are only few studies following the direct approach because, by its nature, it is very complex. Additionally, it is difficult to develop an effective method since it is required to keep a balance in maintaining local and global image features while changing the contrast at each individual pixel. Moreover, raw images obtained from many sources randomly influenced by many external factors can be considered as fuzzy uncertain data. In this context, we propose a novel method to apply and immediately handle expert fuzzy linguistic knowledge of image contrast enhancement to simulate human capability in using natural language. The formalism developed in the study is based on hedge algebras considered as a theory, which can immediately handle linguistic words of variables. This allows the proposed method to produce an image contrast intensificator from a given expert linguistic rule base. A technique to preserve global as well as local image features is proposed based on a fuzzy clustering method, which is applied for the first time in this field to reveal region image features of raw images. The projections of the obtained clusters on each channel are suitably aggregated to produce a new channel image considered as input of the pixelwise defined operators proposed in this study. Many experiments are performed to demonstrate the effect of the proposed method versus the counterparts considered.
作者: Hoang Huy Ngo,Cat Ho Nguyen,Van Quyen Nguyen
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研究概述 实验方案

To propose a novel method for multichannel image contrast enhancement based on linguistic rule-based intensificators using hedge algebras and fuzzy clustering to simulate human capabilities in handling natural language and maintain a balance between global and local image features.

The proposed method Hint-F?fz effectively enhances image contrast by leveraging hedge algebras to process linguistic rules and fuzzy clustering to balance global and local features. It outperforms existing methods in terms of objective criteria and human visual perception, revealing more details and producing more natural colors. Future work should explore more complex linguistic knowledge bases and evaluate parameter influences.

The method relies on expert-provided linguistic knowledge, which may be simplistic (only five rules used). The complexity of handling more complex linguistic bases and the influence of interpolation methods and fuzziness parameters on performance are not fully explored. Additionally, the approach is computationally intensive due to pixelwise operations and clustering.

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