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

Table 9.

Weighted F1 score of the proposed full-precision and quantized CNN models.

Weighted F1 Score
Emotion
Proposed Model Neutral Anger Fear Sadness Joy
Full-precision 0.99 0.86 0.85 0.79 0.86
FP8 (1, 4, 3) 0.99 0.86 0.85 0.79 0.86
FP8 (1, 5, 2) 0.99 0.86 0.85 0.79 0.86
Ternary quant. 0.97 0.86 0.83 0.75 0.85
Binary quant. 0.94 0.84 0.77 0.67 0.83