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. 2021 Aug 9;21(16):5361. doi: 10.3390/s21165361

Table 2.

Comparison of proposed innovation with famous state-of-the art models.

Paper Model Method ηp (%) ηw (%) ηtotal (%)
Babaie et al. [7] CNN Train from scratch 64.98 64.75 42.07
Kieffer et al. [37] VGG-16 Feature Extractor 65.21 64.96 42.36
Kieffer et al. [37] VGG-16 Fine-tuning 63.85 66.23 42.29
Kieffer et al. [37] Inception-V3 Feature Extractor 70.94 72.24 50.54
Kieffer et al. [37] Inception-v3 Fine-tuning 74.87 76.10 56.98
Simonyan et al. [8] VGG-16 base model Train from scratch 69.89 71.09 49.68
Szegedy et al. [9] Inception-V3 base model Train from scratch 72.65 73.00 53.03
Proposed model VGG-16 Feature Extractor 77.41 71.27 55.17
Proposed model Inception-V3 Feature Extractor 79.90 71.33 57.00