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Table 4 Statistical overview of rate of success of the real-time ANN system for sEMG pattern discrimination system

From: Real-time intelligent pattern recognition algorithm for surface EMG signals

Movements
Participated subjects Opening Closing Wrist flexion Wrist extension Pinch Thumb flexion Average Results for 6 movements
Subject_1 92% 98% 90% 92% 88% 82% 90.33%
Subject_2 86% 90% 84% 86% 82% 84% 85.33%
Subject_3 90% 94% 88% 86% 80% 78% 86%
Subject_4 94% 94% 86% 88% 82% 80% 87.33%
Average results 90.5% 94.5% 87% 88% 83% 81% 87.33%
Standard deviation (STD) for each movements 2.96% 2.83% 2.24% 2.45% 3.00% 2.24% 2.62%