On the basis of analyzing Multi-classification SVM, aiming at the question of a small quantity of image classification, we present a new Multi-SVM classification method based on MLP and unilateral binary decision tree.

• 在分析多类支撑矢量机分类的基础上，针对总类型数量不多的图像分类情况，提出了基于多层感知器和单向二叉决策树的多类支撑矢量机分类方法。