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Assessment of Intermittent Leather based on Image Score Pattern<br />

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Title Statement Assessment of Intermittent Leather based on Image Score Pattern<br />
 
Added Entry - Uncontrolled Name Vasagam, Nithiyanantha ; Department of Computer Science, University of Madras, Guindy Campus, Chennai and Project Planning and Business Development Division, CSIR-Central Leather Research Institute, Chennai
Sornam, M ; Department of Computer Science, University of Madras, Guindy Campus, Chennai 600 025, India
 
Uncontrolled Index Term Materials Science
Intermittent Leather, Image Score Pattern, Gray Level Co-occurrence Matrix, Simple Linear Iterative Clustering, Support Vector Machine
 
Summary, etc. The process of intermittent leather inspection is being predominantly carried out with the support of human intervention based on homogenous distribution of colors. However, results of the observations between one experts to another expert may be different in opinion. Therefore, to emphasis some sort of supporting hand to the experts while taking decision, the authors have introduced to align intermitted leather images based on the Image Score Pattern algorithm. Which separates defect versus non-defect intermittent leather images from feature image datasets namely DGF, DLO, DGFLO and DLOGF consisting of 32 features generated from Gray Level Co-occurrence Matrix, Simple Linear Iterative Clustering and Minimum Spanning Tree Clustering from the training and testing datasets of about 1132 and 404 generated respectively. Gradient Boosting has implemented in finding the key feature among the Contrast, Dissimilarity, Homogeneity, Energy, Correlation and Angular Second Moment. The results of the classifier Support Vector Machine for these datasets confirms the accuracy of 84% for the proposed Image Score Pattern algorithm. The other performance measures such as Error Rate, Recall, False Positive Rate, Specificity, Precision and Prevalence  are also confirming that proposed method is performing in aligning of intermittent leather
 
Publication, Distribution, Etc. Indian Journal of Engineering and Materials Sciences (IJEMS)
2022-11-14 15:16:46
 
Electronic Location and Access application/pdf
http://op.niscair.res.in/index.php/IJEMS/article/view/50542
 
Data Source Entry Indian Journal of Engineering and Materials Sciences (IJEMS); ##issue.vol## 29, ##issue.no## 5 (2022): IJEMS-OCTOBER 2022
 
Language Note en
 
Nonspecific Relationship Entry http://op.niscair.res.in/index.php/IJEMS/article/download/50542/465563638
http://op.niscair.res.in/index.php/IJEMS/article/download/50542/465563640
 
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