Hypoglycaemia Classification on simglucose Gold split (test)
99.06AccuracyBi-LSTM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Bi-LSTMParameters=138,627, Training (CPU)=299 s, Inference (CPU)=61 ms, Energy / inf. (neuromorphic)=122.9 nJ, SNN efficiency=79,267× worse, Input encoding=raw normalised vectors2026.03 | 99.06 | 99.78 | 99.24 | |
| MLPParameters=9,859, Training (CPU)=145 s, Inference (CPU)=6 ms, Energy / inf. (neuromorphic)=8.7 nJ, SNN efficiency=5,609× worse, Input encoding=raw normalised vectors2026.03 | 99 | 99.49 | 98.92 | |
| SNNParameters=9,859, Training (CPU)=7,589 s, Inference (CPU)=1,094 ms, Energy / inf. (neuromorphic)=1,551 fJ, SNN efficiency=baseline, Input encoding=stochastic Poisson encoded spike tensors, Time steps (T)=302026.03 | 85.24 | 88.84 | 87.23 |