Table 5. Duck detection augmentation validation data RetinaNet result by class.
Backbone | Scheduler | Augmentation | Duck | Slap | Dead |
---|---|---|---|---|---|
Resnet50-FPN | 1x | None | 32.513 | 38.990 | 31.737 |
Resnet50-FPN | 3x | None | 32.061 | 37.264 | 32.426 |
Resnet50-FPN | 1x | Part | 37.408 | 41.936 | 32.953 |
Resnet50-FPN | 3x | Part | 37.499 | 41.278 | 33.244 |
Resnet50-FPN | 1x | All | 62.786 | 76.781 | 73.386 |
Resnet50-FPN | 3x | All | 64.474 | 76.871 | 71.007 |
FPN, Feature Pyramid Network.