Journal of Applied Optics, Volume. 44, Issue 5, 1045(2023)
Improved ViBe moving target detection algorithm in complex background
Figures & Tables(7)
Fig. 1. Comparison of results of various background initialization algorithms
Fig. 5. Detection results of different algorithms in complex background
Table 1. [in Chinese]
View tableView in ArticleTable 1. [in Chinese]
算法 PETS2006 Pedestrians Bungalows 文献[ 15 ]56.8 74.2 58.2 文献[ 16 ]49.5 53.6 52.6 文献[ 17 ]48.6 53.2 51.9 GS-ViBe 47.6 51.0 49.1
Table 2. Quantitative evaluation of algorithms
View tableView in ArticleTable 2. Quantitative evaluation of algorithms
场景 指标 ViBe 文献 [ 8 ]文献[ 9 ]GS-ViBe Skating Re 0.877 9 0.910 4 0.906 9 0.944 2 Pr 0.519 2 0.845 3 0.832 8 0.835 8 F1 0.643 5 0.872 9 0.868 3 0.883 1 PWC/% 0.051 3 0.013 8 0.026 0 0.013 0 FPS 45 21 21 30 SnowFall Re 0.607 0 0.612 1 0.777 2 0.979 6 Pr 0.925 0 0.963 6 0.812 7 0.902 1 F1 0.733 0 0.748 7 0.794 5 0.939 1 PWC/% 0.046 3 0.038 6 0.012 1 0.007 1 FPS 40 18 23 28 PETS2006 Re 0.778 5 0.7897 0.8054 0.808 6 Pr 0.618 1 0.6717 0.4011 0.818 0 F1 0.6891 0.7259 0.5356 0.813 3 PWC/% 0.0256 0.0203 0.0478 0.012 0 FPS 50 20 21 32 Highway Re 0.6219 0.7014 0.8752 0.963 6 Pr 0.5689 0.6103 0.6207 0.8302 F1 0.5942 0.6527 0.7263 0.8919 PWC/% 0.0648 0.0561 0.0389 0.0303 FPS 35 17 19 35 Bungalows Re 0.5951 0.5842 0.9239 0.9871 Pr 0.5422 0.5895 0.6993 0.7067 F1 0.5674 0.5868 0.7690 0.8223 PWC/% 0.0712 0.0698 0.0307 0.0253 FPS 40 18 20 32 Overpass Re 0.8725 0.7117 0.8478 0.9859 Pr 0.8421 0.8727 0.4954 0.8146 F1 0.8566 0.7829 0.6247 0.8916 PWC/% 0.0045 0.0057 0.0143 0.0035 FPS 37 20 21 30 Canoe Re 0.7633 0.5852 0.8127 0.9298 Pr 0.9253 0.9294 0.6199 0.8006 F1 0.8363 0.7181 0.7032 0.8604 PWC/% 0.0304 0.0457 0.0658 0.0303 FPS 39 21 22 31 StreetCornerAtNight Re 0.5484 0.5824 0.8240 0.9514 Pr 0.7707 0.7812 0.4740 0.8347 F1 0.6324 0.6599 0.5905 0.8892 PWC/% 0.0529 0.0472 0.0824 0.0170 FPS 41 20 23 35
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Pengtao JIA, Changmin HOU, Na LI. Improved ViBe moving target detection algorithm in complex background[J]. Journal of Applied Optics, 2023, 44(5): 1045
Paper Information
Category: Research Articles
Received: Oct. 10, 2022
Accepted: --
Published Online: Mar. 12, 2024
The Author Email: HOU Changmin (侯长民)
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