Plastic pollution has emerged as a major global concern due to its enduring nature and limited recycling options.In response to this critical challenge,this paper presents a novel approach utilizing a Detection-Based ...Plastic pollution has emerged as a major global concern due to its enduring nature and limited recycling options.In response to this critical challenge,this paper presents a novel approach utilizing a Detection-Based Reward System(DBRS)alongside an innovative business model to promote effective plastic waste management,reduce plastic waste accumulation in the nature,and uphold environmental cleanliness.Leveraging the YOLOv5 algorithm for its exceptional accuracy,speed,and open-source availability,plastic bottle detection becomes a pivotal aspect of this system.Users seamlessly enroll in the system,triggering an automated detection process that computes reward points corresponding to their deposited plastic bottles.These reward points are meticulously stored within a centralized database.Beyond its operational facets,this comprehensive system encompasses a robust business model,strategically poised to capture widespread engagement with waste disposal practices,thereby contributing to the realization of Sustainable Development Goals(SDGs)geared towards fostering a healthier environment.Notably,the DBRS attains cutting-edge performance in plastic bottle detection,boasting an impressive mean Average Precision(mAP)of 0.973,underscoring its efficacy in tackling plastic pollution.展开更多
文摘Plastic pollution has emerged as a major global concern due to its enduring nature and limited recycling options.In response to this critical challenge,this paper presents a novel approach utilizing a Detection-Based Reward System(DBRS)alongside an innovative business model to promote effective plastic waste management,reduce plastic waste accumulation in the nature,and uphold environmental cleanliness.Leveraging the YOLOv5 algorithm for its exceptional accuracy,speed,and open-source availability,plastic bottle detection becomes a pivotal aspect of this system.Users seamlessly enroll in the system,triggering an automated detection process that computes reward points corresponding to their deposited plastic bottles.These reward points are meticulously stored within a centralized database.Beyond its operational facets,this comprehensive system encompasses a robust business model,strategically poised to capture widespread engagement with waste disposal practices,thereby contributing to the realization of Sustainable Development Goals(SDGs)geared towards fostering a healthier environment.Notably,the DBRS attains cutting-edge performance in plastic bottle detection,boasting an impressive mean Average Precision(mAP)of 0.973,underscoring its efficacy in tackling plastic pollution.
