A Novel Feature Extractor Based on the Modified Approach of Histogram of Oriented Gradient

被引:2
|
作者
Malik, Shaveta [1 ]
Mire, Archana [1 ]
Tyagi, Amit Kumar [2 ]
Arora, Vasudha [3 ]
机构
[1] Univ Mumbai, Terna Engn Coll, Mumbai, Maharashtra, India
[2] Vellore Inst Technol, Sch Comp Sci & Engn, Chennai Campus, Chennai 600127, Tamil Nadu, India
[3] GD Goenka, Gurugram, India
关键词
Epizootic ulcerative syndrome (EUS); Histogram of oriented gradient (HOG); Neural network; Fish disease;
D O I
10.1007/978-3-030-58817-5_54
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In image processing, the goal of feature extraction is to extract a set of effective features from the raw data. Feature extraction starts from an initial set of measured data and builds derived values i.e. features intended to be informative and Non-redundant. The paper is based on the novel feature extraction approach for the detection of Epizootic Ulcerative Syndrome (EUS) fish disease which is misidentified among people. The EHOG (Enhanced Histogram of Oriented Gradient) which is a proposed feature Extractor to extract the features or information. The paper discuss its comparison with other existing techniques with different parameters. The Evaluation results shows that the EHOG is better in every parameters and also gives better accuracy and efficiency of the model which recognizes the disease.
引用
收藏
页码:753 / 770
页数:18
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