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Yes, this is quite the expected behavior. The main difference between expected and current behavior lies in the amount of data you are using for training VS the amount of data that the pre-trained model was trained with. Take into account that pre-trained models have been trained over popular datasets, the most common ones are: COCO, ImageNet and Open Images....

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