Research Article
Faster R-CNN Algorithm for Detection of Plastic Garbage in the Ocean: A Case for Turtle Preservation
Table 5
Results of the training process.
| Epoch | Loss RPN Classifier | Loss RPN Regression | Loss Detector Classifier | Loss Detector Regression | Accurate | Waktu (H : M : S) |
| 1 | 0.308 | 0.21 | 0.13 | 0.06 | 93.92 | 07 : 25 : 00 | 2 | 0.213 | 0.009 | 0.085 | 0.026 | 95.55 | 07 : 14 : 57 | 3 | 0.197 | 0.007 | 0.084 | 0.022 | 95.62 | 07 : 13 : 25 | 4 | 0.202 | 0.005 | 0.080 | 0.020 | 95.84 | 07 : 18 : 11 | 5 | 0.113 | 0.005 | 0.082 | 0.019 | 95.76 | 07 : 15 : 10 | 6 | 0.011 | 0.004 | 0.082 | 0.018 | 95.80 | 07 : 15 : 21 | 7 | 0.009 | 0.004 | 0.078 | 0.017 | 95.97 | 07 : 22 : 05 | 8 | 0.007 | 0.004 | 0.075 | 0.016 | 96.04 | 07 : 17 : 07 | 9 | 0.008 | 0.003 | 0.074 | 0.015 | 96.09 | 07 : 16 : 29 | 10 | 0.006 | 0.003 | 0.071 | 0.014 | 96.25 | 07 : 21 : 27 | 11 | 0.007 | 0.003 | 0.072 | 0.014 | 96.17 | 07 : 19 : 45 | 13 | 0.007 | 0.003 | 0.068 | 0.013 | 96.38 | 07 : 20 : 22 | 14 | 0.006 | 0.003 | 0.069 | 0.013 | 96.33 | 07 : 19 : 13 | 15 | 0.006 | 0.002 | 0.067 | 0.013 | 96.39 | 07 : 17 : 37 | 16 | 0.005 | 0.002 | 0.066 | 0.013 | 96.44 | 07 : 19 : 16 | 17 | 0.004 | 0.002 | 0.067 | 0.012 | 96.40 | 07 : 18 : 50 | 18 | 0.004 | 0.002 | 0.064 | 0.012 | 96.54 | 07 : 17 : 48 | 19 | 0.003 | 0.002 | 0.062 | 0.012 | 96.58 | 07 : 21 : 57 | 20 | 0.002 | 0.002 | 0.062 | 0.012 | 96.58 | 07 : 22 : 08 | 21 | 0.003 | 0.002 | 0.061 | 0.011 | 96.62 | 07 : 21 : 12 | 22 | 0.002 | 0.002 | 0.061 | 0.011 | 96.64 | 07 : 21 : 18 | 23 | 0.003 | 0.003 | 0.060 | 0.010 | 96.65 | 07 : 22 : 02 | 24 | 0.002 | 0.002 | 0.060 | 0.010 | 96.65 | 07 : 21 : 08 | 25 | 0.002 | 0.002 | 0.059 | 0.010 | 96.66 | 07:21:12 |
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