Table 2 The summary of the training set and validation set for towline.
Collection statistics | Characteristics | Training set | Validation set | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Years | 2020 to 2023 | 2020 to 2023 | |||||||||||
Data size (MB) | 2495.77 | 624.4 | |||||||||||
Scenario | Count | Scenario | Count | Scenario | Count | Scenario | Count | Scenario | Count | Scenario | Count | ||
Dataset label | towline | 1 | 583 | 23 | 11 | 45 | 93 | 1 | 179 | 23 | 2 | 45 | 25 |
2 | 1752 | 24 | 19 | 46 | 725 | 2 | 418 | 24 | 7 | 46 | 161 | ||
3 | 923 | 25 | 11 | 47 | 12 | 3 | 193 | 25 | 4 | 47 | 4 | ||
4 | 485 | 26 | 274 | 48 | 36 | 4 | 118 | 26 | 75 | 48 | 11 | ||
5 | 663 | 27 | 17 | 49 | 98 | 5 | 168 | 27 | 3 | 49 | 35 | ||
6 | 38 | 28 | 31 | 50 | 269 | 6 | 10 | 28 | 8 | 50 | 54 | ||
7 | 47 | 29 | 8 | 51 | 1325 | 7 | 9 | 29 | 2 | 51 | 330 | ||
8 | 34 | 30 | 111 | 52 | 80 | 8 | 8 | 30 | 22 | 52 | 10 | ||
9 | 167 | 31 | 62 | 53 | 283 | 9 | 48 | 31 | 22 | 53 | 82 | ||
10 | 209 | 32 | 118 | 54 | 86 | 10 | 43 | 32 | 33 | 54 | 20 | ||
11 | 220 | 33 | 210 | 55 | 295 | 11 | 74 | 33 | 56 | 55 | 74 | ||
12 | 154 | 34 | 145 | 56 | 103 | 12 | 48 | 34 | 40 | 56 | 19 | ||
13 | 1112 | 35 | 929 | 57 | 288 | 13 | 275 | 35 | 243 | 57 | 74 | ||
14 | 79 | 36 | 35 | 58 | 194 | 14 | 27 | 36 | 6 | 58 | 48 | ||
15 | 31 | 37 | 153 | 59 | 36 | 15 | 8 | 37 | 26 | 59 | 10 | ||
16 | 59 | 38 | 44 | 60 | 241 | 16 | 17 | 38 | 19 | 60 | 68 | ||
17 | 667 | 39 | 18 | 61 | 20 | 17 | 176 | 39 | 3 | 61 | 4 | ||
18 | 25 | 40 | 12 | 62 | 143 | 18 | 7 | 40 | 0 | 62 | 38 | ||
19 | 9 | 41 | 16 | 63 | 181 | 19 | 3 | 41 | 5 | 63 | 38 | ||
20 | 58 | 42 | 856 | 64 | 114 | 20 | 3 | 42 | 196 | 64 | 29 | ||
21 | 14 | 43 | 17 | 65 | 47 | 21 | 12 | 43 | 6 | 65 | 9 | ||
22 | 1625 | 44 | 409 | Â | Â | 22 | 402 | 44 | 116 | Â | Â | ||
Total | 17129 | Total | 4283 |