Table 3. Summary of CCA-based SSVEP Detection Methods.
Methods | Calibration data | Reference signals | Dimension of reference signals | Feature extraction | References |
---|---|---|---|---|---|
CCA | Not required | Sinusoidal signals | 2N h × N s | Canonical correlation | [15] |
CACC | Required | Sinusoidal signals | 2N h × N s | Canonical correlation; Nearest neighbor | [26] |
PCCA | Required | Sinusoidal signals | N h × N s | Canonical correlation | [29] |
MwayCCA | Required | Sinusoidal signals; SSVEP reference signal | 2N h × N s; 1 × N s | Multiple linear regression | [31] |
L1-MCCA | Required | Sinusoidal signals; SSVEP reference signal | 2N h × N s; 1 × N s | Canonical correlation | [32] |
MsetCCA | Required | SSVEP reference signals | N t × N s | Canonical correlation | [33] |
IT-CCA | Required | Averaged SSVEP templates | N c × N s | Canonical correlation | [30] |
Combination Method | Required | Sinusoidal signals; Averaged SSVEP templates | 2N h × N s; N c × N s | Canonical correlation; correlation coefficient | [5] |