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. 2021 May 19;16(7):1111–1119. doi: 10.1007/s11548-021-02388-z

Table 3.

Baseline comparison on the dataset for joint phase and step recognition. Accuracy (ACC) is reported after 4-fold cross-validation

Phase ACC Step ACC Phase-Step ACC
No TCN ResNet 82.1 ± 2.9 65.5 ± 1.8 54.9 ± 2.6
MT-ResNet 81.7 ± 2.3 66.6 ± 2.1 64.8 ± 2.0
ResNetLSTM 89.1 ± 2.4 71.3 ± 2.0 68.5 ± 2.3
MT-ResNetLSTM 88.6 ± 2.3 72.2 ± 1.8 70.7 ± 1.9
Stage I TeCNO 89.8 ± 3.0 75.1 ± 2.1 72.3 ± 3.0
MTMS-TCN 91.2 ± 2.5 76.1 ± 2.3 75.1 ± 2.8
Stage II TeCNO 89.9 ± 2.8 74.8 ± 2.2 71.9 ± 2.7
MTMS-TCN 90.9 ± 2.8 75.5 ± 2.7 75.1 ± 2.8

Bold numbers denote best performance for each metric