EMG Classification on EMG dataset
0.01Latency (ms)Random Forest
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Random ForestDeployment?=Yes (Optimal)2026.01 | 0.01 | 74.25 | 81 | |
| XGBoostDeployment?=Yes2026.01 | 0.01 | 73.51 | 83 | |
| Logistic RegressionDeployment?=Yes2026.01 | 0.01 | 67.54 | 73 | |
| KNN (k = 5)Deployment?=No (Memory)2026.01 | 0.02 | 66.42 | 66 | |
| SVM (RBF)Deployment?=Maybe2026.01 | 0.03 | 63.43 | 65 | |
| MaxCRNN (Model 18)Deployment?=No (GPU Req)2026.01 | 0.15 | 83.21 | 99 | |
| 1D CNN (+ Aug)Deployment?=Yes2026.01 | 0.83 | 78.36 | 87 | |
| MLPDeployment?=Yes2026.01 | 1.09 | 42.54 | 29 | |
| Loihi 2Hardware=Loihi 2, Model=SNN2026.04 | 5.7 | — | — | |
| SpiNNaker 2Hardware=SpiNNaker 2, Model=SNN2026.04 | 6.9 | — | — | |
| Cortex-M4Hardware=Cortex-M4, Model=CNN2026.04 | 9.4 | — | — | |
| MobileNetV2Deployment?=No (RAM)2026.01 | 9.8 | 75 | 86 | |
| Mega EnsembleDeployment?=No (Latency)2026.01 | — | 77.99 | 88 | |
| ResNet50Deployment?=No (Latency)2026.01 | — | 76.12 | 87 |