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. 2022 Mar 16;24(3):414. doi: 10.3390/e24030414

Table 5.

Classification accuracy of the proposed full-precision and quantized CNN models.

Classification Accuracy (%)
Emotion
Proposed Model Neutral Anger Fear Sadness Joy
Full-precision 99.12 86.16 84.46 79.84 85.69
FP8 (1, 4, 3) 99.12 86.35 84.46 79.84 85.69
FP8 (1, 5, 2) 99.12 86.55 84.46 79.84 85.86
Ternary quant. 97.22 86.35 83.07 76.54 84.54
Binary quant. 94.01 83.82 77.37 69.29 83.06