In-depth state-of-the-art review of surgical tool detection from 24 recent papers.

Lack of a standard format regarding datasets employed and corresponding annotations.

Comprehensive highlighting of advantages and disadvantages of existing methods.

Limited consensus on a common reference format within validation methodologies.