Excavation Autonomy Task-aware perception and safe autonomous excavation in the field. Culvert Inspection Robot perception and locomotion for infrastructure inspection. Visual SLAM GPU acceleration, edge assistance, and systems challenges in visual SLAM. Identification of Recyclable Plastics Thermal, spectral, and multimodal sensing for plastics recycling. Terrain Relative Navigation Feature tracking, terrain recognition, and hazard detection in space environments.