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

Joint Authors

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

Source

The International Arab Journal of Information Technology

Issue

Vol. 16, Issue 4 (31 Jul. 2019)8 p.

Publisher

Zarqa University

Publication Date

2019-07-31

Country of Publication

Jordan

No. of Pages

8

Main Subjects

Information Technology and Computer Science

Abstract 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

American Psychological Association (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

Modern Language Association (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

American Medical Association (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

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-854894