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. 2022 Oct 24;12(11):2578. doi: 10.3390/diagnostics12112578

Table 1.

Summary of all the identified publications on ECG quality assessment techniques. Note that FB refers to feature-based and NFB refers to non-feature-based. N/R refers to not received, meaning that the value was not mentioned in the article. The values have been averaged for studies that reported multiple results. * Averaged value.

Name First Author and Year Type Data Leads Cross Validation Sensitivity (%) Specificity (%) AUC (%) Accuracy (%)
Fu et al. (2021) [5] FB Private dataset 1 N/R 97.41 86.50 N/R 95.63
Huerta et al. (2021) [6] NFB CinC17 [7] 1 N/R 90.00 91.00 N/R 90.00
Liu et al. (2021) [8] NFB CinC11 [4] 12 N/R 97.67 84.73 N/R 93.09
Xu et al. (2021) [9] FB Private dataset 1 N/R N/R N/R N/R 95.23 *
Huerta et al. (2020) [10] NFB CinC17 [7] 1 N/R 90.37 * 93.00 * N/R 87.77 *
Hermawan et al. (2019) [11] FB CinC11 [4] 1 + 5 N/R 92.00 * 67.00 * N/R 85.75
Moeyersons et al. (2019) [12] FB CinC17 [7], NSTDB [13] 1 3-fold 98.37 96.43 99.67 * N/R
Ansari et al. (2018) [14] NFB MITDB [15], NSTDB [13] 2 N/R N/R N/R 96.41 N/R
Liu et al. (2018) [16] FB CinC11 [4], CinC14 [17], TELE ECG [18], Private dataset 12 10-fold 89.08 * 88.15 * N/R 97.15
Yaghmaie et al. (2018) [19] FB CinC17 [7], NSTDB [13], MITDB [15] 1 5-fold 96.20 97.70 93.18 96.90
Zhang et al. (2018) [20] NFB CinC11 [4], CCDD [21] 12 N/R N/R N/R N/R 96.45
Athif et al. (2017) [22] FB CinC11 [4] 12 5-fold 91.20 91.60 N/R 91.10
Satija et al. (2017) [23] FB CinC11 [4], MITDB [15] N/R N/R N/R 96.71 N/R N/R
Taji et al. (2017) [24] NFB + FB MITDB [15], NSTDB [13] 1 4-fold 98.20 98.30 N/R 97.20
Xia et al. (2017) [25] FB CinC11 [4] 12 N/R N/R N/R N/R 91.60
Orphanidou et al. (2016) [26] FB Private dataset 1 N/R 92.50 * 98.00 * N/R 95.00 *
Morgado et al. (2015) [27] FB CinC11 [4] 12 10-fold 86.08 * 89.05 * 91.25 * 92.25
Li et al. (2014) [28] FB CinC11 [4], NSTDB [13], MITDB [15] 12 N/R N/R N/R N/R 96.51 *
Clifford et al. (2012) [29] NFB + FB CinC11 [4], NSTDB [13] 1 + 12 N/R 89.00 99.00 N/R 97.00