Research Article
Complex Texture Contour Feature Extraction of Cracks in Timber Structures of Ancient Architecture Based on YOLO Algorithm
Table 4
YOLO v3 training results.
| Epoch | Gpu_men | Box | Obj | Cls | Total | Labels | Img_size | Precision | Recall | mAP@0.5 |
| 0/449 | 4.06 G | 0.1105 | 0.0411 | 0 | 0.1516 | 82 | 640 | 0.0071 | 0.0318 | 0.0006 | 1/449 | 2.92 G | 0.1005 | 0.0489 | 0 | 0.1495 | 27 | 640 | 0.0230 | 0.0260 | 0.0019 | 2/449 | 2.92 G | 0.0926 | 0.0472 | 0 | 0.1397 | 78 | 640 | 0.0740 | 0.0679 | 0.0156 | 3/449 | 2.93 G | 0.0861 | 0.0484 | 0 | 0.1345 | 79 | 640 | 0.1690 | 0.1811 | 0.0769 | 4/449 | 2.93 G | 0.0845 | 0.0464 | 0 | 0.1309 | 76 | 640 | 0.1969 | 0.2161 | 0.1016 | | | | | | | | | | | | 445/449 | 2.93 G | 0.0269 | 0.0218 | 0 | 0.0487 | 106 | 640 | 0.9198 | 0.9198 | 0.9559 | 446/449 | 2.93 G | 0.0261 | 0.0209 | 0 | 0.0470 | 33 | 640 | 0.9224 | 0.9156 | 0.9549 | 447/449 | 2.93 G | 0.0261 | 0.0206 | 0 | 0.0468 | 74 | 640 | 0.9145 | 0.9239 | 0.9557 | 448/449 | 2.93 G | 0.0267 | 0.0224 | 0 | 0.0491 | 75 | 640 | 0.9218 | 0.9223 | 0.9565 | 449/449 | 2.93 G | 0.0261 | 0.0213 | 0 | 0.0474 | 84 | 640 | 0.9253 | 0.9164 | 0.9554 |
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