RGB-D Maize Leaf Disease Classification Method

Using a multi-sensor synchronized RGB-D camera with depth information, the post-segmentation models focus on leaf disease features, reducing prediction time and improving practicality.

Song, Yang · Yu, Xun · Nie, Chenwei · Liu, Yadong · Wang, Chao · Yin, Dameng · Yang, Wude · Jin, Xiuliang

Frontiers in Plant Science 2023

Advantages

Resnet50 and MobilenetV2 models show similar accuracy, better than Vgg16 and Efficientnet-B3

MobilenetV2 outperforms the other three models in terms of size and single image prediction time

Post-segmentation models have shorter prediction times