Table 2 Phase recognition results
From: Semi-supervised spatio-temporal CNN for recognition of surgical workflow
Model type | cnn-lstm-net | Spatial-net | spatio-tempora-Net | ||||||
|---|---|---|---|---|---|---|---|---|---|
Phase | Jacc | Prec | Rec | Jacc | Prec | Rec | Jacc | Prec | Rec |
P0 | 51.4 | 67.0 | 70.3 | 53.2 | 65.4 | 75.3 | 72.5 | 87.3 | 78.2 |
P1 | 38.9 | 43.8 | 71.4 | 52.3 | 67.7 | 65.3 | 67.1 | 80.3 | 80.2 |
P2 | 59.0 | 68.5 | 67.8 | 68.3 | 82.2 | 70.3 | 72.6 | 95.5 | 73.2 |
P3 | 57.3 | 62.2 | 73.5 | 62.1 | 76.6 | 76.7 | 72.7 | 83.7 | 78.6 |
P4 | 54.1 | 61.2 | 76.6 | 63.4 | 70.2 | 70.2 | 64.6 | 85.2 | 74.3 |
P5 | 42.1 | 52.8 | 78.3 | 64.7 | 79.3 | 74.5 | 75.9 | 93.0 | 68.4 |
P6 | 51.4 | 61.4 | 62.8 | 53.9 | 65.6 | 77.3 | 66.3 | 73.2 | 70.3 |
P7 | 61.2 | 59.5 | 67.4 | 79.4 | 73.6 | 74.3 | 71.6 | 83.1 | 76.5 |
Average value | 52.8 | 60.8 | 72.2 | 64.4 | 73.4 | 72.9 | 71.3 | 85.8 | 74.9 |