Why is my TensorFlow model detecting entire frame as item?

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I am using tensorflows model maker following this tutorial and when I run the program I get the following results from the images below. The Average precision I get from the model maker is 86% so I am unsure why the results are so bad. What could be causing this?

Here is also a link to the github that contains the training data. Shirts.zip contains the train and validate folders.

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