Yes, Baton can detect Video dropout. Please select the Video Dropout check under Video Quality check in the testplan. Please click on the icon to view the artifacts that the check can detect.
Baton is a no-reference quality checking tool. It does not require any reference video. It internally decodes the audio and video and applies it's own quality checking algorithms to see if the decoded audio/video has any quality issues.