Maps are needed to assess changing liana cover in tropical forests.
We georeferenced liana canopy cover censuses to airborne hyperspectral imagery.
Support vector machine algorithms classified liana cover to 15.7% error.
From 6.1%–10.2% of the study site (1823 ha) had > 50% liana cover.