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. 2022 Jun 20;22(12):4647. doi: 10.3390/s22124647

Table 2.

Comparison with the state-of-the-art methods in terms of AUC% on the USCD Ped2 Dataset.

Method AUC
MPPCA [35] 69.3%
MDT [35] 82.9%
SSS [39] 94.0%
Online GNG [40] 94.0%
Unmasking [41] 82.2%
ADMN [13] 90.8%
MT-FRCN [10] 92.2%
Conv2D-AE [14] 85.0%
Conv3D-AE [14] 91.2%
ConvLSTM-AE [21] 88.1%
StackRNN [36] 92.2%
Baseline [38] 95.4%
The proposed CR-AE 95.6%