Abstract: Waste management is a growing global concern, with over 2 billion tons of waste produced annually, of which nearly 10% is hazardous. Traditional methods of waste sorting are inefficient, leading to significant environmental and health impacts. Recent advancements in computer vision and deep learning have opened opportunities for automated waste classifi- cation, which can significantly enhance the efficiency of recycling processes.