This dataset contains 913 infrared images of Arabidopsis thaliana seedlings and 480 infrared images of Tomato seedlings with expert annotations for six distinct structural classes, developed for training the ChronoRoot 2.0 segmentation model. The dataset includes raw infrared images and their corresponding multi-class segmentation masks.