Dection of changes in vegetation patterns is an important key to natural resource assessment. The aim of this research is to analyze spatial and temporal variations in Southeast Asian monthly maximum normalized difference vegetation index (NDVI) data for the period of 1982-2000, excluding 1994. There are 6 components that explain higher than 1% of the variance in the original 216 Southeast Asian monthly maximum NDVI time series images. Principal components 1, 2, and 3 explain 62.2%, 5.5%, and 3.0% of the variance in the original 216 Southeast Asian NDVI data. Principal component 1 was interpreted as the “vegetative cover” component. Principal components 2 and 3 were interpreted as the “seasonal change” components. Eight Southeast Asian vegetation clusters were generated in this research.