The purpose of this study was to obtain an accurate segmentation model in predicting roots using a soil image dataset. This research implements ensemble learning with a weighted average technique on U-Net and DenseNet architectures for root segmentation in soil images. The research stages are data description, data pre-processing, training, testing, and performance evaluation as well as making …