Table 1 Dataset statistics.
Dataset | Videos | Min. duration | Max. duration | Average duration | Total frames | Out-of-body frames | |
---|---|---|---|---|---|---|---|
(n) | (min.) | (min.) | (min.) | (n) | (n) | (%) | |
Training | 24 | 35 | 302 | 112 | 161,870 | 57,203 | 35.34 |
Validation | 12 | 26 | 408 | 132 | 95,157 | 23,388 | 24.58 |
Test | 12 | 33 | 239 | 137 | 99,240 | 31,663 | 31.91 |
Gastric bypass | 10 | 55 | 134 | 90 | 54,385 | 2259 | 4.15 |
Center 1 | 5 | 66 | 134 | 101 | 30,464 | 696 | 2.28 |
Center 2 | 5 | 55 | 117 | 79 | 23,921 | 1563 | 6.53 |
Cholecystectomy | 20 | 17 | 88 | 48 | 58,349 | 5050 | 8.65 |
Center 3 | 5 | 31 | 88 | 55 | 16,786 | 2268 | 13.51 |
Center 4 | 5 | 24 | 88 | 46 | 13,997 | 885 | 6.32 |
Center 5 | 5 | 44 | 76 | 57 | 17,371 | 356 | 2.05 |
Center 6 | 5 | 17 | 53 | 34 | 10,195 | 1541 | 15.12 |