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. 2019 Apr 3;5(4):44. doi: 10.3390/jimaging5040044

Table 7.

Performance comparison on the modified national institute of standards and technology (MNIST) database.

Reference Features Extraction Method Classifier (s) Execution Time (s) Accuracy (%)
Kamble et al. [39] R-HOG FFANN 0.05 99.134
Kamble et al. [39] R-HOG SVM 0.07 98.953
Su et al. [40] HOG SVM 0.06 98.400
Tian et al. [41] HOG SVM 0.06 98.400
Boukharouba et al. [42] CCH SVM 0.06 99.050
Niu et al. [44] CNN CNN + SVM 0.07 99.614
Proposed HOG ANN 0.05 99.482