Table 1 The summary of the training set and validation set for mine safety helmet.
Collection statistics | Characteristics | Training set | Validation set | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Years | 2020 to 2023 | 2020 to 2023 | |||||||||||
Data size(MB) | 2247.41 | 570.07 | |||||||||||
Scenario | Count | Scenario | Count | Scenario | Count | Scenario | Count | Scenario | Count | Scenario | Count | ||
Dataset label | Mine Safety Helmet | 1 | 2783 | 30 | 26 | 59 | 90 | 1 | 716 | 30 | 6 | 59 | 18 |
2 | 1099 | 31 | 29 | 60 | 2 | 2 | 252 | 31 | 8 | 60 | 2 | ||
3 | 1636 | 32 | 36 | 61 | 28 | 3 | 398 | 32 | 7 | 61 | 9 | ||
4 | 106 | 33 | 301 | 62 | 22 | 4 | 20 | 33 | 84 | 62 | 3 | ||
5 | 1 | 34 | 8 | 63 | 5 | 5 | 0 | 34 | 3 | 63 | 3 | ||
6 | 313 | 35 | 18 | 64 | 2 | 6 | 74 | 35 | 4 | 64 | 0 | ||
7 | 55 | 36 | 115 | 65 | 29 | 7 | 9 | 36 | 25 | 65 | 5 | ||
8 | 518 | 37 | 69 | 66 | 50 | 8 | 119 | 37 | 13 | 66 | 16 | ||
9 | 229 | 38 | 14 | 67 | 88 | 9 | 50 | 38 | 5 | 67 | 25 | ||
10 | 122 | 39 | 3 | 68 | 87 | 10 | 25 | 39 | 1 | 68 | 24 | ||
11 | 68 | 40 | 10 | 69 | 19 | 11 | 14 | 40 | 2 | 69 | 5 | ||
12 | 143 | 41 | 21 | 70 | 17 | 12 | 35 | 41 | 9 | 70 | 2 | ||
13 | 240 | 42 | 5 | 71 | 1235 | 13 | 60 | 42 | 1 | 71 | 302 | ||
14 | 224 | 43 | 27 | 72 | 7 | 14 | 56 | 43 | 3 | 72 | 0 | ||
15 | 75 | 44 | 5 | 73 | 10 | 15 | 30 | 44 | 4 | 73 | 3 | ||
16 | 893 | 45 | 59 | 74 | 211 | 16 | 42 | 45 | 14 | 74 | 59 | ||
17 | 35 | 46 | 4 | 75 | 234 | 17 | 215 | 46 | 0 | 75 | 54 | ||
18 | 54 | 47 | 5 | 76 | 169 | 18 | 11 | 47 | 0 | 76 | 51 | ||
19 | 67 | 48 | 15 | 77 | 94 | 19 | 19 | 48 | 3 | 77 | 33 | ||
20 | 44 | 49 | 83 | 78 | 4 | 20 | 8 | 49 | 21 | 78 | 1 | ||
21 | 78 | 50 | 8 | 79 | 5 | 21 | 13 | 50 | 0 | 79 | 6 | ||
22 | 102 | 51 | 7 | 80 | 38 | 22 | 18 | 51 | 0 | 80 | 12 | ||
23 | 107 | 52 | 54 | 81 | 183 | 23 | 29 | 52 | 22 | 81 | 45 | ||
24 | 49 | 53 | 899 | 82 | 295 | 24 | 17 | 53 | 232 | 82 | 75 | ||
25 | 69 | 54 | 32 | 83 | 2 | 25 | 14 | 54 | 12 | 83 | 0 | ||
26 | 241 | 55 | 207 | 84 | 1316 | 26 | 65 | 55 | 59 | 84 | 322 | ||
27 | 171 | 56 | 49 | 85 | 11 | 27 | 40 | 56 | 11 | 85 | 0 | ||
28 | 47 | 57 | 5 | Â | Â | 28 | 10 | 57 | 1 | Â | Â | ||
29 | 143 | 58 | 14 | Â | Â | 29 | 36 | 58 | 4 | Â | Â | ||
Total | 16093 | Total | 4024 |