In view of adaptive learning for diagnostic images recognition, studying the theorem and the rule of ART artificial neural network to learning and adaptive, provided an algorithm with a function of self-stability and classifier learning.

• 摘要针对特征图像的自适应识别技术问题，研究了利用具有学习和自适应功能的ART人工神经网络原理及规则，提出了具有自稳定适应和分类学习功能的算法。