The picture was said to be posted by Jian Huahua, a Chinese news anchor, on her social media on October 8. It seems to have be removed by Ms Jian from her account.
One popular account, "The Beijing Things Beijingers Don't Know", managed to re-post the picture on Weibo, the Chinese equivalent to Twitter.
The post claimed that the three women had been prevented from leaving the airport. They were waiting for their identities to be confirmed.
The post also claimed that they were among the throngs of Chinese tourists who had gone to South Korea for plastic surgery during the eight-day national holiday.
The re-post has gathered over 66,740 'likes' and was shared over 27,800 times.
It has also received 37,860 comments.
While some people found the incident amusing, others argue that the women were within their rights to change their looks through surgery.
It is currently unclear when and if the women were allowed to return to China.