A novel art gesture recognition model based on two channel region-based convolution neural network for explainable human-computer interaction understanding

Abstract

The application development of hot technology is both an opportunity and a challenge. The vision-based gesture recognition rate is low and real-time performance is poor, so various algorithms need to be studied to improve the accuracy and speed of recognition. In this paper, we propose a novel gesture recognition based on two channel region-based convolution neural network for explainable human-computer interaction understanding. The input gesture image is extracted through two mutually independent channels. The two channels have convolution kernel with different scales, which can extract the features of different scales in the input image, and then carry out feature fusion at the fully connection layer. Finally, it is classified by the softmax classifier. The two-channel convolutional neural network model is proposed to solve the problem of insufficient feature extraction by the convolution kernel. Experimental results of gesture recognition on public data sets NTU and VIVA show that the proposed algorithm can effectively avoid the over-fitting problem of training models, and has higher recognition accuracy and stronger robustness than traditional algorithms.

Speed Control and Optimization of Variable Speed Diesel Generator Set

“…The manufacturing and processing of sensors with high reliability, high sensitivity, and excellent electromagnetic anti-interference ability and high-precision, high-response speed actuators has always been the focus of research, and it is also the future development trends of electronic control system component. 2) Research on the mathematical model of the electronic control system [11][12][13][14][15][16][17][18]. The current electronic governor generally adopts negative feedback regulation to control the diesel engine speed, so a more accurate electronic control system and a more suitable diesel engine mathematical model will play a key role in the control system.…”