The capacity to accurately monitor the timing of vegetation growth phases, known as land surface phenology (LSP), at fine spatial scales is critical for understanding ecosystem functions and managing natural resources. Despite advancements, the sparsity of high-resolution satellite data caused by cloud cover and limited revisit times complicates this task.