• Metal contaminant detection in construction and demolition wood waste (CDWW). • Localisation of metal contaminants using axis-aligned and oriented boxes. • Detection fusion for more efficient metal contaminant localisation in CDWW. • Oriented box prioritising ensures angle-accurate, damage-free…