You can definitely try. However, please keep in mind that background noise negatively influences the accuracy of the transcriptions.
To have more accurate transcriptions it's needed that the participants hold the microphone close to their mouth while speaking. Since this might not be that convenient during diner, an alternative solution could be the usage of external (lapel) microphones. These can be attached to the shirt of the participants. We would be happy to give you a recommendation!