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. 2017 Aug 24;17(9):1945. doi: 10.3390/s17091945

Table 7.

Implementations of the evaluated BS algorithms.

BS Initiation Channels Features BG Model Detection Update
AdaptiveMedian Several Frames (Detection in Initiation) Bit-wise OR RGB Color Running Median L1 Distance Iterative
Bayes One Frame Bit-wise OR Multi-feature Fusion (RGB Color & Color Co-occurrence) Histogram Probability Hybrid (Selective & Iterative)
Codebook Several Frames (No Detection in Initiation) Bit-wise OR YUV Color Codeword Minus Selective
Gaussian One Frame Fusion RGB Color Statistics L2 Distance Iterative
GMG Several Frames (No Detection in Initiation) Fusion RGB color Histogram Probability Hybrid (Selective & Iterative)
GMM1 One Frame Fusion RGB Color Statistics with Weights L2 Distance Hybrid (Selective & Iterative)
GMM2 One Frame Fusion RGB Color Statistics with Weights L2 Distance Hybrid (Selective & Iterative)
GMM3 One Frame Fusion RGB Color Statistics with Weights L2 Distance Hybrid (Selective & Iterative)
KDE Several Frames (No Detection in Initiation) Fusion SGR Color Density Probability FIFO
KNN One Frame Fusion RGB Color Density L2 Distance Random
PBAS Several Frames (Detection in Initiation) Bit-wise OR Multi-feature Fusion (RGB Color & Gradient) Features Value L1 distance Random
PCAWS One Frame Fusion Multi-feature Fusion (RGB Color & LBSP) Dictionary L1 Distance Random
Sigma-Delta One Frame Bit-wise OR RGB Color Temporal Standard Deviation L1 Distance Iterative
SOBS Several Frames (Detection in Initiation) Fusion HSV Color Neuronal Map L2 Distance Iterative
Texture One Frame Fusion LBP Histograms with Weights Histogram Intersection Hybrid (Selective & Iterative)
ViBe One Frame Fusion RGB Color Features Value L1 Distance Random