Table 5.
Images/ Batch |
Learning Rate | Max Iterations | RoIHead Batch Size | Split Dimension | Train Time (H:M:S) |
AP (%) |
STDEV (±%) |
---|---|---|---|---|---|---|---|
4 | 0.025 | 600 | 512 | 1000 × 1000 | 0:04:56 | 43.32 | 6.58 |
4 | 0.025 | 600 | 1024 | 1000 × 1000 | 0:05:23 | 40.11 | 8.65 |
8 | 0.025 | 600 | 1024 | 1000 × 1000 | 0:11:35 | 43.79 | 5.69 |
6 | 0.010 | 9000 | 1024 | 1000 × 1000 | 2:02:55 | 55.74 | 3.26 |
4 | 0.025 | 9000 | 512 | 1000 × 1000 | 1:13:18 | 58.11 | 2.96 |
4 | 0.025 | 9000 | 512 | 500 × 500 | 1:11:49 | 65.02 | 4.05 |