OnLine Journal of Biological Sciences, Published online: 1 September 2026; doi:10.3844/ojbsci.2026.26.03.067 Remote sensing provides an effective approach for monitoring forest cover dynamics, yet distinguishing mangroves from other forest types remains challenging in heterogeneous coastal landscapes. This s...