The invention discloses a touch and talk pen intelligent children education method based on
emotion recognition. The method comprises the steps that S1,
facial expression data, voice and intonation data and touch behavior data of children are collected; s2, multi-
modal high-quality emotion data matched with the actual emotion state is generated; s3, generating deep emotional features related to facial expressions, voices and tones and touch behaviors; s4, generating an emotional state
label corresponding to the current emotional state of the child; s5, the generation model generates voice feedback content, image
animation content and interactive game content which are adaptive to the current emotional state; s6, generating a personalized recommendation content
list conforming to the emotional state of the child; and S7, displaying the education content in the personalized recommendation content
list through a display screen, a voice output unit and a touch interaction unit of the touch and talk pen. According to the method, the
fuzzy classification problem of the emotional state is solved in a touch and talk pen
emotion recognition scene, and the adaptability of the model to the complex emotional state is remarkably improved.