"It was a bomb. We found the pieces that were used to make the bomb," Kamthorn Aucharoen, commander of the police's explosive ordnance team, told Reuters.
"Right now, authorities are checking out closed circuit cameras." Government spokesman Sansern Kaewkamnerd said 24 people had been wounded.
Local broadcaster Thai PBS said all of them were taken to the emergency room for treatment, it added.