A Cascaded Convolutional Neural Network for Assessing Signal Quality of Dynamic ECG

Table 6

Results per record on public dataset using cascaded CNN model.

Record	Dominant rhythm	Ac (%)	Record	Dominant rhythm	Ac (%)	Record	Dominant rhythm	Ac (%)
100	N	94.7	117	N	97.6	212	N	95.3
101	N	96.4	118	N	96.0	213	N, B	96.7
102	P	93.6	119	N, B, T	93.1	214	N, T	91.8
103	N	96.2	121	N	96.4	215	N	92.4
104	P	95.3	122	N	97.1	217	P, AF	82.7
105	N	95.8	123	N	96.4	219	N, AF	79.3
106	N, B	93.6	124	N	95.8	220	N	96.7
107	P	94.2	200	N, B	95.3	221	AF, T	78.9
108	N	96.7	201	N, AF, T	80.2	222	N, AFL, NOD, AB	77.3
109	N	94.7	202	N, AF	79.6	223	N, B, VT, T	94.0
111	N	93.6	203	AFL, AF	75.1	228	N, B	93.6
112	N	93.1	205	N	94.9	230	N, PREX	94.4
113	N	92.9	207	N, VFL, SVTA, B, IVR	77.6	231	N, BII	95.3
114	N	94.9	208	N, T	96.4	232	SBR	94.0
115	N	94.2	209	N, SVTA	90.4	233	N, B	93.1
116	N	96.2	210	AF	80.9	234	N, SVTA	92.0

N, normal sinus rhythm; AB, atrial bigeminy; AFL, atrial flutter; AF, atrial fibrillation; B, bigeminy; BII, 2nd-degree heart block; IVR, idioventricular rhythm; NOD, nodal rhythm; P, paced rhythm; PREX, preexcitation (WPW); SBR, sinus bradycardia; SVTA, supraventricular tachyarrhythmia; T, ventricular trigeminy; VFL, ventricular flutter; VT, ventricular tachycardia.