SSVEP BCI Classification on SSVEP BCI
116.03ITR (bits/min)Wet-EEG system
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Wet-EEG systemPlatform=Wet-EEG system, Ch.=8, Type=Passive, Wet, Classification=FBCCA, Cls.=40, Power (mW)=PC-based2026.01 | 116.03 | 0.8433 | |
| Mr. Wolf + ADS1298Platform=Mr. Wolf (64 MHz) + ADS1298 (24-bit), Ch.=3, Type=Active, Dry, Classification=LPF + HPF + CCA, Cls.=4, Lat (s)=1.26, Power (mW)=6.312026.01 | 87.6 | 0.95 | |
| g.NautilusPlatform=g.Nautilus, Ch.=8, Type=Active, Dry, Classification=CNN, Cls.=4, Power (mW)=PC-based2026.01 | 48.46 | 0.9467 | |
| RX210 + Artix-7Platform=RX210 (50 MHz) + Artix-7 (80 MHz), Ch.=1, Type=Active, Dry, Classification=BPF (MCU), FFT (FPGA), Cls.=6, Power (mW)=4002026.01 | 47.93 | 0.91 | |
| Synamp2 systemPlatform=Synamp2 system, Ch.=9, Classification=COM-TRCA, Cls.=4, Power (mW)=PC-based2026.01 | 42.98 | 0.9124 | |
| EdgeSSVEPPlatform=ESP32-S3 (240 MHz) + ADS1299 (24-bit), Ch.=8, Type=Passive, Dry, Classification=BPF (zero-phase) + CCA, Cls.=6, Lat (s)=0.48, Power (mW)=2222026.01 | 27.33 | 0.9917 | |
| Olimex EEG-SMT + Raspberry Pi 3 (2s window)Platform=Olimex EEG-SMT (10-bit ADC) + Raspberry Pi 3 (1.4 GHz), Ch.=1, Type=Passive, Dry, Classification=FFT + SVM, Cls.=4, Window size=2 s, Power (mW)=18002026.01 | 23.3 | 0.745 | |
| Olimex EEG-SMT + Raspberry Pi 3 (4s window)Platform=Olimex EEG-SMT (10-bit ADC) + Raspberry Pi 3 (1.4 GHz), Ch.=1, Type=Passive, Dry, Classification=FFT + SVM, Cls.=4, Window size=4 s, Power (mW)=18002026.01 | 22.6 | 0.927 | |
| Olimex EEG-SMT + Raspberry Pi 3 (6s window)Platform=Olimex EEG-SMT (10-bit ADC) + Raspberry Pi 3 (1.4 GHz), Ch.=1, Type=Passive, Dry, Classification=FFT + SVM, Cls.=4, Window size=6 s, Power (mW)=18002026.01 | 18 | 0.976 | |
| CognionicsPlatform=Cognionics, Ch.=9, Type=Dry, Classification=CNN, Cls.=3, Power (mW)=PC-based2026.01 | 15.2 | 0.85 | |
| g.USBampPlatform=g.USBamp, Ch.=6, Classification=FFT-CNN-CCA, Cls.=4, Lat (s)=0.004, Power (mW)=PC-based2026.01 | 13.77 | 0.9009 |