Rina Kawaei, 19, and Anna Iriyama, 18, were meeting with fans in Takizawa yesterday when a man lunged forward with a saw and tried to attack them.
They sustained cuts on their hands and heads. A male staff member was also cut on his hand.
The group are very popular in Japan and other Asian countries.
They are unique in that they hold the Guinness record for being the world's largest pop group. The group originally had 48 members, which were divided into 3 groups: A, K and B, hence the band's name.
But the current line-up now lists 140 members, with new members being voted in by the public every year.
No one was seriously injured and the police have arrested a 24-year-old man for the attack.