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
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