Abstract
In recent years, people detection and face recognition technology developed quickly, including people detection part there is considerable room for development. People detection can be used in vehicle auxiliary systems or monitoring systems to identify people by the camera to capture the image. However, the people detection accuracy and running speed is also a very important part, so this study presents an iOS-based people detection system, the proposed system of the people detection applied to mobile devices. This study will explore the accuracy and running speed for the HOG method of OpenCV on the iOS-based system and try to improve these problems. Through histogram of oriented gradient(HOG) method to turn images into grayscale, histogram equalization, dividing the computational domain and computing gradient feature vector and using the support vector machine(SVM) classifier to do classify, and then compare with INRIA database to determine whether a pedestrian and mark the location of pedestrians. Finally, the region of interest is added to reduce the amount of computation, so it can improve the performance of computing, analysis the accuracy and computational time of the experimentally result.
Original language | English |
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Title of host publication | Proceedings - 2016 Joint 8th International Conference on Soft Computing and Intelligent Systems and 2016 17th International Symposium on Advanced Intelligent Systems, SCIS-ISIS 2016 |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
Pages | 868-873 |
Number of pages | 6 |
ISBN (Electronic) | 9781467390415 |
DOIs | |
State | Published - 28 12 2016 |
Externally published | Yes |
Event | 8th Joint International Conference on Soft Computing and Intelligent Systems and 17th International Symposium on Advanced Intelligent Systems, SCIS-ISIS 2016 - Sapporo, Hokkaido, Japan Duration: 25 08 2016 → 28 08 2016 |
Publication series
Name | Proceedings - 2016 Joint 8th International Conference on Soft Computing and Intelligent Systems and 2016 17th International Symposium on Advanced Intelligent Systems, SCIS-ISIS 2016 |
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Conference
Conference | 8th Joint International Conference on Soft Computing and Intelligent Systems and 17th International Symposium on Advanced Intelligent Systems, SCIS-ISIS 2016 |
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Country/Territory | Japan |
City | Sapporo, Hokkaido |
Period | 25/08/16 → 28/08/16 |
Bibliographical note
Publisher Copyright:© 2016 IEEE.
Keywords
- HOG
- OpenCV
- SVM
- object detection
- people detection