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Table 3 The training times, epochs, and batch sizes for the models tested from TensorFlow’s model zoo [40]

From: Automated corrosion detection in Oddy test coupons using convolutional neural networks

Model

Time

Epoch

Batch

RetinaNet50 [49]

1h 40m

50

10

CenterNet HourGlass104 512x512 [50]

1h 43m

20

5

EfficientDet D1 640x640 - V1 [44]

2h 30m

40

4

EfficientDet D1 640x640 - V2 [44]

6hrs 9m

100

4