LeafLens addresses the challenge of accurately counting and monitoring trees in both forested and urban environments. By leveraging advanced technologies such as drones and computer vision, LeafLens automates the process of tree counting, providing valuable insights for environmental management, urban planning, biodiversity conservation, and climate change mitigation. This solution overcomes the limitations of manual counting methods, offering efficiency, accuracy, scalability, and safety in assessing tree populations and their impact on ecosystems and communities.