Supposedly the human eye can detect a single photon under the right conditions though.

Not really... https://www.technologyreview.com/2017/08/08/105518/the-thorn...

Or, yes, under ideal conditions, maybe sometimes. 51.6% chance of being right in a yes/no question will not help in this case.