Thomas was caught on camera caressing a woman's breast, and sharing what looked to be a kiss.
After the video circulated, he apologized to his wife and daughters, but denied any wrongdoing.
Bailey then went on an Atlanta Radio station and said that while she did think Thomas's behavior in the video was "weird," she did not consider in grounds for divorce.
On this past season of Real Housewives Of Atlanta, Porsha Stewart alleged that Thomas was sleeping with waitresses from his business venture, Bar One.
In 2014, Thomas was spotted with a mystery woman in Miami, and reports have said that the two appeared to be on a date.
Peter later claimed that the woman was his daughter.
In 2012, Thomas was allegedly caught half naked in a hotel room with two unidentified women.
Cynthia and Peter have continued to deny that any actual cheating was happened.
But as the evidence builds, will Cynthia continue to give him the benefit of the doubt?