Table 2 Comparison of training time and retrieval time on two data sets. bold text indicates the best and italic text indicates the second best result, respectively.
Method | Dataset MIT-BIH | Dataset AF | ||
|---|---|---|---|---|
training time (s) | retrieval time (s) | training time (s) | retrieval time (s) | |
CNN-LSTM53 | 63.2452 | 0.6778 | 55.3131 | 0.3759 |
BiLSTM54 | 42.3434 | 0.5645 | 36.7406 | 0.5474 |
1DCNN3 | 55.502 | 0.4274 | 40.4976 | 0.3517 |
ARNN4 | 29.9912 | 0.144 | 27.5511 | 0.1497 |
GCN55 | 39.8854 | 0.3626 | 34.1061 | 0.3771 |
CNN-BiLSTM-ATT2 | 241.8406 | 0.8446 | 350.7574 | 0.7907 |
ST-ReGE19 | 461.2736 | 0.9637 | 688.7921 | 0.8963 |
MPR-STSGCN10 | 735.3691 | 1.2438 | 966.5514 | 1.9886 |
Generate graph+FastGCN | 6.0311+23.4313 | 0.4851 | 2.6438+8.2063 | 0.5376 |
