Under the European Space Agency’s General Support Technology Programme (GSTP), this project investigates how deep neural networks can be made more robust and efficient for deployment in space hardware. The focus is on hardware-aware compression techniques that maintain network performance while accommodating the strict constraints of space-grade systems. Work on this project will continue into 2026 as the team develops and validates its approaches.