Wonderful Article. Thanks for Sharing.

I think there are some problems with get_single_image_results function. It does not cover cases, when there are no true positives, and some false positives or false negatives. Your case, simply return all 0 in that case. Here is my implementation.

https://ideone.com/HTwJTw