AI Performance Metrics
Evaluation Methods and Success Thresholds
Noise–Speech Differentiation Accuracy
Method:
Wavelet-based analysis
Threshold:
±5% tolerance
Visualization:
Accuracy curve
Latency (ms)
Method:
Real-time DSP instrumentation
Threshold:
< 20 ms
Visualization:
Latency histogram
Signal Reconstruction Fidelity
Method:
Multi-resolution wavelet SNR
Threshold:
> baseline SNR
Visualization:
Wavelet reconstruction graph
Battery Efficiency
Method:
Power-draw benchmarking
Threshold:
Meets energy budget
Visualization:
Power-use trend chart