I have completed the research on segmentation of multi-time series larch fine root images based on in-situ root windows by using deep learning, and proposed an improved U-net model integrating attention mechanism and transfer learning, and participate in the whole process of data preprocessing, model design, training verification, results analysis and other key links. As my favourite directions, I like computer vision, machine learning, and image segmentation.