The dynamic management system covers the entire waste classification process, including sorting, collection and transportation, treatment, and resource utilization. Through the platform, real-time monitoring and management are implemented. Video surveillance combined with AI intelligent recognition is used to assess waste classification performance in various streets, enabling long-term effective supervision. Meanwhile, final data is presented visually to competent authorities, truly realizing full-process big data management for all links.