Land surface temperature (LST) is a critical parameter for understanding Earth’s energy balance and monitoring climate change. However, due to the limited spatial resolution of current satellite observations, LST measurements often reflect a mix of sunlit and shaded surface components. This blending introduces significant uncertainty into key environmental assessments involving LST, such as analyses of global warming trends and evaluations of afforestation impacts.