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      A new extraction method of underglaze brown decorative pattern based on the coupling of single scale gamma correction and gray sharpening

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          Abstract

          In order to solve the problem of image quality and morphological characteristics of primary underglaze brown decorative pattern extraction, this paper proposes a method of primary underglaze brown decorative pattern extraction based on the coupling of single scale gamma correction and gray sharpening. The single-scale gamma correction is combined with the gray sharpening method. The single-scale gamma correction improves the contrast and brightness of the image by nonlinear transformation, but may lead to the loss of image detail. Gray sharpening can enhance the high frequency component and improve the clarity of the image, but it will introduce noise. Combining these two technologies can compensate for their shortcomings. The experimental results show that this method can improve the efficiency of last element underglaze brown decorative pattern extraction by enhancing the image retention detail and reducing the influence of noise. The experimental results showed that F1Score, Miou(%), Recall, Precision and Accuracy(%) were 0.92745, 0.82253, 0.97942, 0.92458 and 0.92745, respectively.

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          Most cited references17

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          Is Open Access

          High strength and damage-tolerance in echinoderm stereom as a natural bicontinuous ceramic cellular solid

          Due to their low damage tolerance, engineering ceramic foams are often limited to non-structural usages. In this work, we report that stereom, a bioceramic cellular solid (relative density, 0.2–0.4) commonly found in the mineralized skeletal elements of echinoderms (e.g., sea urchin spines), achieves simultaneous high relative strength which approaches the Suquet bound and remarkable energy absorption capability (ca. 17.7 kJ kg−1) through its unique bicontinuous open-cell foam-like microstructure. The high strength is due to the ultra-low stress concentrations within the stereom during loading, resulted from their defect-free cellular morphologies with near-constant surface mean curvatures and negative Gaussian curvatures. Furthermore, the combination of bending-induced microfracture of branches and subsequent local jamming of fractured fragments facilitated by small throat openings in stereom leads to the progressive formation and growth of damage bands with significant microscopic densification of fragments, and consequently, contributes to stereom’s exceptionally high damage tolerance.
            • Record: found
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            Research on ancient ceramic identification by artificial intelligence

              • Record: found
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              Preparation of self-healing acrylic copolymer composite coatings for application in protection of paper cultural relics

                Author and article information

                Contributors
                Role: Project administration
                Role: ConceptualizationRole: Funding acquisitionRole: Resources
                Role: Validation
                Role: Supervision
                Role: Data curationRole: SupervisionRole: Writing – review & editing
                Role: Editor
                Journal
                PLoS One
                PLoS One
                plos
                PLOS ONE
                Public Library of Science (San Francisco, CA USA )
                1932-6203
                29 August 2024
                2024
                : 19
                : 8
                : e0305118
                Affiliations
                [1 ] Jingdezhen Ceramic University, Jingdezhen, Jiangxi Province, China
                [2 ] Hangzhou City University, Hangzhou, Zhejiang Province, China
                Hainan Normal University, CHINA
                Author notes

                Competing Interests: The authors have declared that no competing interests exist.

                ‡ TF, DQ and RZ are contributed to the work equally as co-first authors.

                Author information
                https://orcid.org/0009-0008-3570-6165
                Article
                PONE-D-23-37043
                10.1371/journal.pone.0305118
                11361591
                39208254
                752e381b-fe53-4bec-9ea8-ee7faeeae996
                © 2024 Fang et al

                This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

                History
                : 8 November 2023
                : 23 May 2024
                Page count
                Figures: 10, Tables: 3, Pages: 16
                Funding
                Funded by: Jiangxi Provincial Social Science Foundation Project
                Award ID: 23LS02
                Award Recipient :
                This article received the qualification of Social Science Foundation project of Jiangxi Province, China, project number: 23LS02. The funder Tao Fang took the role of project management and preparation of the manuscript in this article.
                Categories
                Research Article
                Research and Analysis Methods
                Imaging Techniques
                Physical Sciences
                Mathematics
                Applied Mathematics
                Algorithms
                Research and Analysis Methods
                Simulation and Modeling
                Algorithms
                Research and Analysis Methods
                Mathematical and Statistical Techniques
                Mathematical Functions
                Convolution
                Physical Sciences
                Materials Science
                Materials
                Ceramics
                Engineering and Technology
                Signal Processing
                Image Processing
                Social Sciences
                Sociology
                Culture
                Computer and Information Sciences
                Digital Imaging
                Computer and Information Sciences
                Information Theory
                Information Entropy
                Custom metadata
                All relevant data are within the manuscript and its Supporting Information files.

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