Compared with the current gesture recognition system based on radio frequency identification technology. the single-tag non-contact gesture recognition system based on convolutional neural network proposed in this paper can maximize user experience. Without the need for the user to carry any equipment. a single tag and single antenna are used to achieve precise gesture recognition. https://www.johnperformance.com/product-category/musical-toys/