The Erawan Shrine, which was crowded at the time, is a major tourist attraction and foreigners, including Chinese, are among the casualties.
No-one has yet said they carried out the attack.
Defence Minister Prawit Wongsuwon said the bombers had "targeted foreigners... to damage tourism and the economy".