Image sub-division and quadruple clipped adaptive histogram equalization (ISQCAHE) for low exposure image enhancement
In this paper, a novel image sub-division and quadruple clipped adaptive histogram equalization (ISQCAHE) technique is proposed for the enhancement of low exposure images. The proposed method involves, computation of the histogram which includes a new approach of image sub-division, enhancement cont...
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Published in | Multidimensional systems and signal processing Vol. 34; no. 1; pp. 25 - 45 |
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Main Authors | , |
Format | Journal Article |
Language | English |
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Springer US
01.03.2023
Springer Nature B.V |
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Abstract | In this paper, a novel image sub-division and quadruple clipped adaptive histogram equalization (ISQCAHE) technique is proposed for the enhancement of low exposure images. The proposed method involves, computation of the histogram which includes a new approach of image sub-division, enhancement controlling mechanism, modification of probability density function (PDF) and histogram equalization (HE). The original histogram is segmented into sub-histograms based on exposure threshold and mean, to preserve the brightness and entropy. Then, individual sub-histogram is clipped separately to control the enhancement rate. For enhancing the visual quality, HE is applied to individual sub-histogram using the modified PDF. The experimental results show that, the proposed ISQCAHE method avoids the unpleasant artifacts effectively and provide a natural appearance to the enhanced image. It is simple, adaptive and performs superior than other techniques in terms of visual quality, absolute mean brightness error, entropy, Natural image quality evaluation, brightness preservation, structure similarity index measure and feature similarity index measure. |
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AbstractList | In this paper, a novel image sub-division and quadruple clipped adaptive histogram equalization (ISQCAHE) technique is proposed for the enhancement of low exposure images. The proposed method involves, computation of the histogram which includes a new approach of image sub-division, enhancement controlling mechanism, modification of probability density function (PDF) and histogram equalization (HE). The original histogram is segmented into sub-histograms based on exposure threshold and mean, to preserve the brightness and entropy. Then, individual sub-histogram is clipped separately to control the enhancement rate. For enhancing the visual quality, HE is applied to individual sub-histogram using the modified PDF. The experimental results show that, the proposed ISQCAHE method avoids the unpleasant artifacts effectively and provide a natural appearance to the enhanced image. It is simple, adaptive and performs superior than other techniques in terms of visual quality, absolute mean brightness error, entropy, Natural image quality evaluation, brightness preservation, structure similarity index measure and feature similarity index measure. In this paper, a novel image sub-division and quadruple clipped adaptive histogram equalization (ISQCAHE) technique is proposed for the enhancement of low exposure images. The proposed method involves, computation of the histogram which includes a new approach of image sub-division, enhancement controlling mechanism, modification of probability density function (PDF) and histogram equalization (HE). The original histogram is segmented into sub-histograms based on exposure threshold and mean, to preserve the brightness and entropy. Then, individual sub-histogram is clipped separately to control the enhancement rate. For enhancing the visual quality, HE is applied to individual sub-histogram using the modified PDF. The experimental results show that, the proposed ISQCAHE method avoids the unpleasant artifacts effectively and provide a natural appearance to the enhanced image. It is simple, adaptive and performs superior than other techniques in terms of visual quality, absolute mean brightness error, entropy, Natural image quality evaluation, brightness preservation, structure similarity index measure and feature similarity index measure.In this paper, a novel image sub-division and quadruple clipped adaptive histogram equalization (ISQCAHE) technique is proposed for the enhancement of low exposure images. The proposed method involves, computation of the histogram which includes a new approach of image sub-division, enhancement controlling mechanism, modification of probability density function (PDF) and histogram equalization (HE). The original histogram is segmented into sub-histograms based on exposure threshold and mean, to preserve the brightness and entropy. Then, individual sub-histogram is clipped separately to control the enhancement rate. For enhancing the visual quality, HE is applied to individual sub-histogram using the modified PDF. The experimental results show that, the proposed ISQCAHE method avoids the unpleasant artifacts effectively and provide a natural appearance to the enhanced image. It is simple, adaptive and performs superior than other techniques in terms of visual quality, absolute mean brightness error, entropy, Natural image quality evaluation, brightness preservation, structure similarity index measure and feature similarity index measure. |
Author | Kumar, Sandeep Acharya, Upendra Kumar |
Author_xml | – sequence: 1 givenname: Upendra Kumar surname: Acharya fullname: Acharya, Upendra Kumar organization: Department of Electronics and Communication Engineering, National Institute of Technology, Department of Electronics and Communication Engineering, Galgotias College of Engineering and Technology, Department of Electronics and Communication Engineering, KIET Group of Institutions – sequence: 2 givenname: Sandeep orcidid: 0000-0001-9922-2663 surname: Kumar fullname: Kumar, Sandeep email: sandeep@nitdelhi.ac.in organization: Department of Electronics and Communication Engineering, National Institute of Technology |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/36193215$$D View this record in MEDLINE/PubMed |
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Keywords | Histogram sub-division Histogram clipping Low exposure images Image enhancement Histogram equalization (HE) |
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SubjectTerms | Artificial Intelligence Brightness Circuits and Systems Electrical Engineering Engineering Entropy Equalization Exposure Histograms Image enhancement Image quality Probability density functions Quality assessment Signal,Image and Speech Processing Similarity |
Title | Image sub-division and quadruple clipped adaptive histogram equalization (ISQCAHE) for low exposure image enhancement |
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