Laser & Optoelectronics Progress, Volume. 55, Issue 1, 13301(2018)
Random Ferns Classifier for Pedestrian Detection Based on Thermal Imaging of Mobile Platform
Figures & Tables(7)
Fig. 5. Recognition results of proposed algorithm. (a)-(e) Vehicle videos; (f) unmanned aerial vehicle video
Table 1. Video sequences of Keimyung university
View tableTable 1. Video sequences of Keimyung university
Index Total frames Number of pedestrian and location in video Detected number of pedestrian and location 1 860 Move along the street: 4; come into the region: 2; Leave the region: 1 Move along the street: 2; come into the region: 2; Leave the region: 1 2 724 Move along the street: 1; come into the region: 3; Leave the region: 3 Move along the street: 1; come into the region: 3; Leave the region: 3 3 191 Move along the street: 4; come into the region: 1 Move along the street: 3; come into the region: 1 4 2680 Move along the street: 5; come into the region: 1; Leave the region: 6; stop: 1 Move along the street: 5; come into the region: 1; Leave the region: 6; stop: 1 5 159 Move along the street: 3; come into the region: 1; Leave the region: 1 Move along the street: 1; come into the region: 1; Leave the region: 1
Table 2. Comparison of performance of different methods
View tableTable 2. Comparison of performance of different methods
Method Feature Computing speed /s False detection rate /% Online AdaBoost Harr 252.59 9.09 Online multiple instances learning HOG 255.74 9.21 Proposed on vehicle OSC-LBP 242.18 9.53 Proposed on unmanned aerial vehicle OSC-LBP 14.93 4.52
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Zhuge Linna, Zhang Lei. Random Ferns Classifier for Pedestrian Detection Based on Thermal Imaging of Mobile Platform[J]. Laser & Optoelectronics Progress, 2018, 55(1): 13301
Paper Information
Category: Vision, Color, and Visual Optics
Received: Jun. 13, 2017
Accepted: --
Published Online: Sep. 10, 2018
The Author Email: Zhang Lei (1871580@qq.com)
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