Benchmarks

Results:

Dataset	Pipeline	Evaluation	First n subjects	score	time	Comments
bi2012	RG+LDA	MOABB WithinSession	25	0.882	0.18	n_components=10
bi2012	RG+QuantumSVM	MOABB WithinSession	25	0.786	1119.10	XFeatureMap, Qiskit Aer 0.13.1 (state vector), Qiskit ML 0.6.1, shots=512, nfilter=2, PCA(n_components=5)
BI_Il	Xdawn+LDA	MOABB WithinSession	59	0.775	17.91
BI_Il	XdawnCov+MDM	MOABB WithinSession	59	0.759	1.82
BI_Il	XdawnCov+TsLDA	MOABB WithinSession	59	0.779	1.93
BI_Il	XdawnCov+TsSVC	MOABB WithinSession	59	0.766	1.96
BI_Il	ERPCov+CvxMDM+Dist	MOABB WithinSession	59	0.583	247.41
BI_Il	XdawnCov+TsQSVC	MOABB WithinSession	59	0.690	12.64
BI_Il	ERPCov+QMDM+Dist	MOABB WithinSession	59	0.553	197.97
BI_Il	Vot+QMDM+Dist+Mean	MOABB WithinSession	59	0.56	96.74
BI_Il	Judge_QMDM_MDM_TsLDA	MOABB WithinSession	59	0.707	463.12
BI_Il	Vot+QMDM+MDM	MOABB WithinSession	59	0.706	90.45
bi2013a	RG+LDA	MOABB WithinSession	5	0.912	0.14	n_components=10
bi2013a	RG+QuantumSVM	MOABB WithinSession	5	0.864	5.91	XFeatureMap, Qiskit Aer 0.12.2 (state vector), Qiskit ML 0.6.1, shots=512, nfilter=2, PCA(n_components=10)
bi2013a	RG+ClassicalSVM	MOABB CrossSubject	10	0.636	14.4	PCA(n_components=10)
bi2013a	RG+LDA	MOABB CrossSubject	10	0.78	2.75	PCA(n_components=10)
bi2013a	RG+QuantumSVM	MOABB CrossSubject	10	0.625	1532.92	XFeatureMap, Qiskit Aer 0.12.2 (state vector),Qiskit ML 0.6.1,shots=512, nfilter=2, PCA(n_components=10)
BNCI2015003	RG+ClassicalSVM	MOABB CrossSubject	8	0.5	52.48	PCA(n_components=10)
BNCI2015003	RG+LDA	MOABB CrossSubject	8	0.57	4.43	PCA(n_components=10)
BNCI2015003	RG+QuantumSVM	MOABB CrossSubject	8	0.49	3330.92	XFeatureMap, Qiskit Aer 0.12.2 (state vector),Qiskit ML 0.6.1,shots=2048, nfilter=2, PCA(n_components=10)
bi2015a	RG+ClassicalSVM	MOABB WithinSession	20	0.86	0.08	PCA(n_components=10)
bi2015a	RG+LDA	MOABB WithinSession	20	0.92	0.07	PCA(n_components=10)
bi2015a	RG+QuantumSVM	MOABB WithinSession	20	0.85	1.97	XFeatureMap, Qiskit Aer 0.12.2 (state vector),Qiskit ML 0.6.1,shots=512, nfilter=2, PCA(n_components=10)
bi2013a	QuantumMDM (mean=convex/distance=euclid)	MOABB WithinSession	2	0.62	20.0	Quantum = True, upper_bound=7, Qiskit Aer 0.12.2 (state vector), Qiskit ML 0.6.1
bi2013a	QuantumMDM (mean=logeuclid/distance=convex)	MOABB WithinSession	2	0.65	13.00	Quantum = True, upper_bound=7, Qiskit Aer 0.12.2 (state vector), Qiskit ML 0.6.1
BNCI2014009	QuantumMDM (mean=logeuclid/distance=convex)	MOABB WithinSession	10	0.66	25.97	Quantum = True, upper_bound=7, Qiskit Aer 0.12.2 (state vector), Qiskit ML 0.6.1
BNCI2014009	QuantumMDM (mean=convex/distance=euclid)	MOABB WithinSession	10	0.58	8.95	Quantum = True, upper_bound=7, Qiskit Aer 0.12.2 (state vector), Qiskit ML 0.6.1
BNCI2014009	QuantumMDM (Voting)	MOABB WithinSession	10	0.70	105.60	Quantum = True, upper_bound=7, Qiskit Aer 0.12.2 (state vector), Qiskit ML 0.6.1
BNCI2014009	R-MDM	MOABB WithinSession	10	0.76	135.06	Classical RMDM
BNCI2014009	QuantumMDM (mean=logeuclid/distance=convex)	MOABB WithinSession	10	0.79	25.97	Quantum = False
BNCI2014009	QuantumMDM (mean=convex/distance=euclid)	MOABB WithinSession	10	0.67	22.99	Quantum = False
BNCI2014009	QuantumMDM (Voting)	MOABB WithinSession	10	0.77	49.83	Quantum = False

hdf5 files (rename pdf extension to hdf5):

• BI_Il
• BNCI2014009_quantum_True
• BNCI2014009_quantum_False