The Image Recognition of Guns and Knives Based on Deep Learning of Tensorflow
Rui Pang · 2022 IEEE Conference on Telecommunications, Optics and Computer Science (TOCS) · 2022
With the help of deep learning, the computer can automatically recognize guns and knives to prevent the occurrence of dangerous things. Depth is a branch of machine learning. This deep learning is based on Tensorflow and Python syntax to build the relevant framework. The image is processed into training set and test set. The feature values of pictures are extracted through convolution layer and fully connected layer, and the trained feature values are compared with the test set. In addition, regularization and other methods are used in the convolution layer to optimize the data and parameters, which improve the accuracy of the framework to 53%.