We perform a systematic evaluation of twelve representative object detectors covering three different categories of architectures.
We divide errors into five categories
CBWO(Correct bounding box and wrong objects)
WBCO(Wrong bounding box and correct objects)
WBWO(Wrong bounding box and wrong objects)
Partial miss detection(PMD)
Miss detection(MD)
The proportion of each error categories is shown in the figure.