Colour histogram and modified multi-layer perceptron neural network based video shot boundary detection

المؤلفون المشاركون

Thounaojam, Dalton
Khelchandra, Thongam
Devi, Thokchom
Roy, Sudipta
Singh, Khumanthem

المصدر

The International Arab Journal of Information Technology

العدد

المجلد 16، العدد 4 (31 يوليو/تموز 2019)8ص.

الناشر

جامعة الزرقاء

تاريخ النشر

2019-07-31

دولة النشر

الأردن

عدد الصفحات

8

التخصصات الرئيسية

تكنولوجيا المعلومات وعلم الحاسوب

الملخص EN

The paper proposes a shot boundary detection technique using colour histogram difference and modified Multi-Layer Perceptron (MLP).

In this the learning process in the MLP is modified as an evolutionary learning process using Genetic Algorithm (GA) in which the weights of the hidden layer and output layer of the MLP are updated by GA.

Colour Histogram Differences (HD) between two consecutive frames are used for feature extraction.

Four values HDi,HDi-1 and-1 are used as an input for the modified MLP Neural Network where HDi is the colour histogram difference between frame fi and fi+1, HDi-1 is the colour histogram difference between frame fi-1 and fi and HDi+1 is the colour histogram difference between frame fi+1 and fi+2.

The propose system is tested with the TRECVid 2001 and 2007 test data and it is also compared with latest algorithms and yields better results

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Thounaojam, Dalton& Khelchandra, Thongam& Devi, Thokchom& Roy, Sudipta& Singh, Khumanthem. 2019. Colour histogram and modified multi-layer perceptron neural network based video shot boundary detection. The International Arab Journal of Information Technology،Vol. 16, no. 4.
https://search.emarefa.net/detail/BIM-854894

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Thounaojam, Dalton…[et al.]. Colour histogram and modified multi-layer perceptron neural network based video shot boundary detection. The International Arab Journal of Information Technology Vol. 16, no. 4 (Jul. 2019).
https://search.emarefa.net/detail/BIM-854894

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Thounaojam, Dalton& Khelchandra, Thongam& Devi, Thokchom& Roy, Sudipta& Singh, Khumanthem. Colour histogram and modified multi-layer perceptron neural network based video shot boundary detection. The International Arab Journal of Information Technology. 2019. Vol. 16, no. 4.
https://search.emarefa.net/detail/BIM-854894

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-854894