Baggage Detection and Recognition Using Local Tri-Directional Pattern

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Year : July 20, 2023 | Volume : 01 | Issue : 01 | Page : 08-18

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By

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Muhammad Nadeem
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    1. Lecturer,Department of Computer Science, Alhamd Islamic University,Islamabad,Pakistan
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    Abstract

    n Nowadays, pattern-based image retrieval algorithms are gaining popularity just because of their uniqueness. There are several issues in the previously proposed systems. The proposed system resolves issues highlighted in the literature. Our proposed system is tested on two image datasets ILIDS and PETS 2006. LTDP provides good results as compared to LBP in baggage detection on two classes that either bag is present or not in an image because LTDP works on finding the difference between adjacent neighbors and magnitude pattern which is either 0 or 1 which means either bag is present or not. In addition to LTDP patterns, HOG transformation has also been used for better feature extraction results. The results obtained through ANN are 90% whereas SVM depicts 50% accuracy and through classification learner, 75% accuracy is obtained.n

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    Keywords: LTDP, LBP, baggage detection, pattern-based image retrieval algorithms, baggage detection

    n [if 424 equals=”Regular Issue”][This article belongs to International Journal of Mobile Computing Technology(ijmct)]n

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    [/if 424][if 424 equals=”Special Issue”][This article belongs to Special Issue under section in International Journal of Mobile Computing Technology(ijmct)][/if 424][if 424 equals=”Conference”]This article belongs to Conference [/if 424]

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    How to cite this article:n Muhammad Nadeem Baggage Detection and Recognition Using Local Tri-Directional Pattern ijmct July 20, 2023; 01:08-18

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    How to cite this URL: Muhammad Nadeem Baggage Detection and Recognition Using Local Tri-Directional Pattern ijmct July 20, 2023n {cited July 20, 2023};01:08-18. Available from: https://journals.stmjournals.com/ijmct/article=July 20, 2023/view=0/

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    Volume 01
    Issue 01
    Received June 1, 2023
    Accepted June 2, 2023
    Published July 20, 2023

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