To extract more accurate and abundant features of corn disease solve the problems rough classification low recognition accuracy, attention mechanism is introduced into field recognition. The model (AT-AlexNet) proposed based on an mechanism. network was AlexNet, new down-sampling module constructed to enhance foreground response disease; Mish activation function improve nonlinear expression net...