The incident occurred in the West Zhejiang Canyon in Lin'an, a city south of Shanghai, it said.
The victims were all from a nearby city of Jintan, and "the overturning may have been caused by the tourists swinging" the bridge, Xinhua said.
The injured were taken to hospital.