Road Defect Detection Road defect detection through RGB and depth data Data-efficient Technical Text Classification Classifying technical road maintenance texts with many classes using very few examples Traffic Sign Attribute and Defect Identification (Ongoing) Identifying traffic sign attributes and defects using real world data, with a focus on data-efficiency.