tensorflow.python.framework.errors_impl.InvalidArgumentError: Paddings must be non-negative

[RaphaelMeudec]

This error happens if the BOUNDING_BOXES_FIXED_NUMBER is not large enough and you have an image in your dataset that has a larger number of annotations than the padding number.