Research Article
The Automatic Detection of Pedestrians under the High-Density Conditions by Deep Learning Techniques
Table 3
The statistics of testing sets.
| Name | Red ones | Blue ones | Total objects | Total running time (s) | Images chosen | Averaged precision | Averaged recall | Averaged F1 score |
| 16-3-1 | 42 | 40 | 82 | 106 | 8 | 0.986 | 0.998 | 0.992 | 16-4-1 | 52 | 52 | 104 | 197 | 14 | 0.976 | 0.996 | 0.986 | 16-5-1 | 65 | 60 | 125 | 263 | 19 | 0.977 | 0.994 | 0.985 | 16-5-2 | 64 | 58 | 122 | 250 | 18 | 0.985 | 0.974 | 0.979 | 16-6-1 | 70 | 76 | 146 | 423 | 29 | 0.975 | 0.971 | 0.973 | 16-6-2 | 74 | 73 | 147 | 267 | 19 | 0.981 | 0.978 | 0.980 | 16-7-1 | 78 | 84 | 162 | 555 | 38 | 0.981 | 0.987 | 0.984 | 16-7-2 | 83 | 83 | 166 | 411 | 28 | 0.988 | 0.977 | 0.982 | 16-8-1 | 100 | 99 | 199 | 623 | 43 | 0.992 | 0.959 | 0.975 | 16-8-2 | 99 | 99 | 198 | 360 | 25 | 0.987 | 0.951 | 0.969 | 16-9-1 | 117 | 117 | 234 | 1198 | 41 | 0.983 | 0.958 | 0.970 | 16-9-2 | 111 | 105 | 216 | 383 | 27 | 0.990 | 0.962 | 0.976 | 17-3-1 | 77 | 68 | 145 | 548 | 38 | 0.994 | 0.996 | 0.995 | 17-4-1 | 96 | 109 | 205 | 304 | 21 | 0.993 | 0.986 | 0.990 | 17-4-2 | 100 | 98 | 198 | 205 | 15 | 0.994 | 0.990 | 0.992 | 17-5-1 | 128 | 120 | 248 | 339 | 24 | 0.991 | 0.992 | 0.991 | 17-5-2 | 124 | 125 | 249 | 291 | 20 | 0.997 | 0.985 | 0.991 | 17-6-1 | 148 | 148 | 296 | 362 | 25 | 0.989 | 0.985 | 0.987 | 17-6-2 | 147 | 154 | 301 | 278 | 20 | 0.995 | 0.983 | 0.989 | 17-7-1 | 175 | 182 | 357 | 470 | 32 | 0.996 | 0.984 | 0.990 | 17-7-2 | 176 | 182 | 358 | 357 | 25 | 0.997 | 0.969 | 0.983 | 18-3-1 | 55 | 51 | 106 | 540 | 37 | 0.999 | 1.000 | 0.999 | 18-4-1 | 74 | 73 | 147 | 528 | 36 | 0.982 | 0.995 | 0.989 | 18-4-2 | 74 | 72 | 146 | 295 | 21 | 0.981 | 0.982 | 0.981 | 18-5-1 | 89 | 86 | 175 | 413 | 29 | 0.965 | 0.993 | 0.979 | 18-5-2 | 84 | 94 | 178 | 373 | 26 | 0.986 | 0.989 | 0.987 | 18-6-1 | 110 | 114 | 224 | 428 | 30 | 0.980 | 0.977 | 0.979 | 18-6-2 | 103 | 106 | 209 | 346 | 24 | 0.981 | 0.982 | 0.982 | 18-7-1 | 133 | 134 | 267 | 452 | 31 | 0.970 | 0.977 | 0.973 | 18-7-2 | 126 | 125 | 251 | 456 | 31 | 0.987 | 0.977 | 0.982 | 18-8-1 | 147 | 147 | 294 | 713 | 49 | 0.952 | 0.981 | 0.965 | 18-8-2 | 146 | 149 | 295 | 487 | 33 | 0.981 | 0.971 | 0.976 |
|
|