The experiments were conducted on a 2.3 GHz Intel corei5 processor with 16 GB of RAM. The work is implemented in MATLAB2018a, Python, and other supporting frameworks such as Keras and Tensorflow for the analysis of detection and classification of insect images in the agriculture field