Illegal dumping is a persistent environmental and public health issue, often occurring in remote or unattended areas where monitoring is difficult. Traditional surveillance systems struggle with frequent false alarms triggered by animals or weather conditions, resulting in wasted resources and insufficient evidence for enforcement.