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Site Li
It is perhaps due to the errors of "bbox" coodinates ( x < 0 or x > img_width ) in your Annotations. (At least for my case)
@yyHaker I agree with you,maybe he intended to use "tf.reduce_mean" instead of "tf.reduce_sum"