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. 2021 Apr 2;21(7):2450. doi: 10.3390/s21072450

Table 1.

Overall accuracy for the chest x-rays (CXR)-COVID dataset.

Approach/Metrics ACC(%) DR(%) FPR(%)
Generative Models
Gaussian Mixture 82.11 81.02 0.18
Gamma Mixture 85.22 83.76 0.16
Dirichlet Mixture 87.80 85.92 0.13
Scaled Dirichlet Mixture 87.96 86.02 0.13
Shifted Scaled Dirichlet Mixture 88.01 86.12 0.12
Hybrid Models
Gaussian Mixture + Fisher Kernel 83.43 82.29 0.17
Gaussian Mixture + Kullback–Leibler Kernel 83.27 82.20 0.17
Gaussian Mixture + Bhattacharyya Kernel 83.25 82.18 0.17
Gamma Mixture + Fisher Kernel 86.01 84.11 0.16
Gamma Mixture + Kullback–Leibler Kernel 85.99 84.08 0.16
Gamma Mixture + Bhattacharyya Kernel 85.94 84.03 0.16
generalized Gamma Mixture + Fisher Kernel 87.01 87.90 0.12
generalized Gamma Mixture + Kullback–Leibler Kernel 87.71 87.01 0.12
generalized Gamma Mixture + Bhattacharyya Kernel 87.67 86.96 0.12
Dirichlet Mixture + Fisher Kernel 87.80 85.92 0.13
Scaled Dirichlet Mixture + Fisher Kernel 87.96 86.02 0.13
Shifted Scaled Dirichlet Mixture + Fisher Kernel 88.81 86.91 0.11
Shifted Scaled Dirichlet Mixture + Kullback–Leibler Kernel 88.77 86.85 0.11
Shifted Scaled Dirichlet Mixture + Bhattacharyya Kernel 88.74 86.82 0.11