The extraction and analysis of plant phenotypic characteristics are critical issues for many precision agriculture applications. An improved YOLOv5 model was proposed in this study accurate node detection internode length estimation crops by using an end-to-end approach. In YOLOv5, a feature module added front each head, the bounding box loss function used original network replaced SIoU functio...

Pest recognition in the agriculture field plays a critical issue for farmers which diminishes economic growth. So far, traditional practices were followed by to increase yield production. Nowadays, researchers execute deep learning approach classify various kinds of images practically. In this paper, Deep convolutional neural networks (DCNN) are used recognise ten pests present paddy crop. The ...