Research on underwater biological detection method based on multi-scale fusion and attention mechanism

Flame Recognition and Localization Based on Convolutional Neural Network

“…The structure is in Figure 1. The trained images are loaded into the input layer, and each of the trained images is a threedimensional matrix consisting of RGB tri-primary values (grayscale and binary images are twodimensional matrices) [10]. Once the image enters the convolution layer, a convolution nucleus matrix, which is smaller than the image matrix, is convoluted with the image matrix to obtain a characteristic matrix, as shown in Formula (1):…”