The two presidents and the first ladies greeted one another and proceeded to shake hands with D-Day veterans, as shown on the White House live feed.
Trump and Macron will also participate in a bilateral meeting to reinforce the close economic and security cooperation between both nations.
The Trumps attended a D-Day ceremony in the United Kingdom earlier this week.
On 6 June, 75 years ago, the Allied forces landed on the Northern coast of France launching the liberation of France which was occupied by the Nazi forces at the time.
D-Day, or the Normandy landings, was the largest seaborne invasion in history that took place on June 6, 1944, during World War II and was carried out by the Western Allies. D-Day marked the beginning of the liberation of German-occupied France and the opening of the second front.
