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Article Details

Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.

Movement Direction Estimation on Video using Optical Flow Analysis on Multiple Frames

Author 1: Achmad Solichin
Author 2: Agus Harjoko
Author 3: Agfianto Eko Putra

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Digital Object Identifier (DOI) : 10.14569/IJACSA.2018.090625

Article Published in International Journal of Advanced Computer Science and Applications(IJACSA), Volume 9 Issue 6, 2018.

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Abstract: This study proposed a model for determining the movement direction of the object based on the optical flow features. To increase the speed of computational time, optical flow features derived into a Histograms of Oriented Optical Flow (HOOF). We extracted them locally on the grid with a certain size. Moreover, to determine the movement direction we also analyzed multiple frames at once. Based on the experiment results, showing that the value of accuracy, precision, and recall of the movement detection is good, amounting to 93% for accuracy, 73.07% for precision and 84.25% for recall. Furthermore, the results of testing using the best parameter shows the value of accuracy of 98.1%, 35.6% precision, 41.2% recall, and direction detection error rate (DDER) 25,28%. The results of this study are expected to provide benefits in video analysis studies such as the riots detection and abnormal movement in public places.

Keywords: Video analysis; movement direction; optical flow; Histograms of Oriented Optical Flow (HOOF); multiple frames

Achmad Solichin, Agus Harjoko and Agfianto Eko Putra, “Movement Direction Estimation on Video using Optical Flow Analysis on Multiple Frames” International Journal of Advanced Computer Science and Applications(IJACSA), 9(6), 2018. http://dx.doi.org/10.14569/IJACSA.2018.090625

@article{Solichin2018,
title = {Movement Direction Estimation on Video using Optical Flow Analysis on Multiple Frames},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2018.090625},
url = {http://dx.doi.org/10.14569/IJACSA.2018.090625},
year = {2018},
publisher = {The Science and Information Organization},
volume = {9},
number = {6},
author = {Achmad Solichin and Agus Harjoko and Agfianto Eko Putra}
}


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