EEG Classification on EEG state classification dataset 4 states
83.69Mean Classification AccuracyTinyCNNDeep
Evaluation Results
| Method | Links | |
|---|---|---|
| TinyCNNDeepCategory=Proposed, Approach=Image-based, Feature Domain=Time + Frequency2026.06 | 83.69 | |
| Random ForestCategory=Classical Machine Learning, Feature Domain=Time + Frequency2026.06 | 47.66 | |
| Gradient BoostingCategory=Classical Machine Learning, Feature Domain=Time + Frequency2026.06 | 46.17 | |
| Random ForestCategory=Classical Machine Learning, Feature Domain=Time Domain2026.06 | 45.03 | |
| Logistic RegressionCategory=Classical Machine Learning, Feature Domain=Time + Frequency2026.06 | 44.4 | |
| SVMCategory=Classical Machine Learning, Feature Domain=Time + Frequency2026.06 | 44.29 | |
| Random ForestCategory=Classical Machine Learning, Feature Domain=Frequency Domain2026.06 | 44.11 | |
| Gradient BoostingCategory=Classical Machine Learning, Feature Domain=Time Domain2026.06 | 43.71 | |
| Logistic RegressionCategory=Classical Machine Learning, Feature Domain=Time Domain2026.06 | 42.4 | |
| SVMCategory=Classical Machine Learning, Feature Domain=Time Domain2026.06 | 42.34 | |
| SVMCategory=Classical Machine Learning, Feature Domain=Frequency Domain2026.06 | 41.6 | |
| Logistic RegressionCategory=Classical Machine Learning, Feature Domain=Frequency Domain2026.06 | 41.2 | |
| KNNCategory=Classical Machine Learning, Feature Domain=Time + Frequency2026.06 | 40.51 | |
| Gradient BoostingCategory=Classical Machine Learning, Feature Domain=Frequency Domain2026.06 | 40.29 | |
| KNNCategory=Classical Machine Learning, Feature Domain=Frequency Domain2026.06 | 40.23 | |
| KNNCategory=Classical Machine Learning, Feature Domain=Time Domain2026.06 | 35.89 | |
| EEGNetCategory=Deep Learning, Feature Domain=Time Domain2026.06 | 28.4 | |
| DeepConvNetCategory=Deep Learning, Feature Domain=Frequency Domain2026.06 | 27.31 | |
| EEGNetCategory=Deep Learning, Feature Domain=Time + Frequency2026.06 | 27.09 | |
| DeepConvNetCategory=Deep Learning, Feature Domain=Time Domain2026.06 | 25.89 | |
| ShallowConvNetCategory=Deep Learning, Feature Domain=Time + Frequency2026.06 | 25.71 | |
| ShallowConvNetCategory=Deep Learning, Feature Domain=Time Domain2026.06 | 25.43 | |
| DeepConvNetCategory=Deep Learning, Feature Domain=Time + Frequency2026.06 | 25.37 | |
| ShallowConvNetCategory=Deep Learning, Feature Domain=Frequency Domain2026.06 | 24.34 | |
| EEGNetCategory=Deep Learning, Feature Domain=Frequency Domain2026.06 | 23.14 |