Rice is the primary food for almost half of world’s population, especially people Asian countries. There a demand to improve quality and increase quantity rice production meet requirements increasing population. Bulk cultivation crops need appropriate technology assistance over manual traditional methods. In this work, six popular Deep-CNN architectures, namely AlexNet, VGG-19, VGG-16, Inceptio...