The invention relates to an artificial intelligence eye picture analysis method, server and system. The method comprises the steps of obtaining an eye picture with a red eye phenomenon of a user; positioning eyes on the eye picture through an eye positioning deep learning model; And screening out the abnormality of the eye visual axis region through a visual axis abnormality deep learning model. According to the invention, the popularization of the intelligent terminal and the network technology is utilized, and the eye picture of the user is analyzed by virtue of the high sensitivity and accuracy of artificial intelligence deep learning, so that the screening of the abnormal eye visual axis region is more accurate, intelligent and convenient, and the screening efficiency of the eye diseases in the visual axis region is improved.