BCIC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| EEG Classification | BCIC 3 2020 | Balanced Accuracy62.62 | 20 | |
| EEG Classification | BCIC IV-2A (test) | Accuracy88.54 | 18 | |
| EEG signal classification | BCIC-IV-2a | Accuracy78.24 | 17 | |
| Motor Imagery Classification | BCIC 2a IV | Balanced Accuracy59.81 | 13 | |
| Motor Imagery | BCIC-IV-2b | Accuracy76.41 | 12 | |
| Motor Imagery | BCIC 2a IV | Accuracy61.79 | 12 | |
| Imagined Speech Classification | BCIC2020-3 5-Class (test) | Balanced Accuracy63.15 | 10 | |
| Multi-class classification | BCIC 5-Class 2020-T3 (test) | Cohen's Kappa0.5127 | 10 | |
| Classification | BCIC-2B 9 subjects | AUROC80.51 | 10 | |
| Classification | BCIC-2A 9 subjects | Weighted F150.66 | 10 | |
| Covert Speech Recognition | BCIC-Speech | B.Acc54.53 | 9 | |
| Motor Imagery | BCIC-Upperlimb | Balanced Accuracy54.83 | 9 | |
| Motor Imagery | BCIC-IV-2a | Balanced Accuracy63.81 | 9 | |
| EEG Classification | BCIC 2B IV | B1 Score83.13 | 9 | |
| EEG classification | BCIC-2A (LOSO) | Balanced Accuracy59.11 | 8 | |
| Motor Imagery decoding | BCIC IV-2a (test) | Accuracy74.71 | 8 | |
| Imagined speech recognition | BCIC 3 2020 | Balanced Accuracy62.62 | 7 | |
| Motor Imagery Classification | BCIC-IV-2a (test) | Balanced Accuracy59.81 | 6 | |
| Motor Imagery Classification | BCIC2020-3 (test) | Balanced Accuracy62.53 | 6 | |
| Motor Imagery Decoding | BCIC-IV-2a (subject-dependent (session-independent)) | Accuracy78.5 | 5 | |
| EEG Classification | BCIC-IV-2a | Balanced Accuracy55.64 | 5 | |
| Classification | BCIC-IV-2A (Subject-independent) | Accuracy69.68 | 5 |
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