Higher direct images are a concept in algebraic geometry that extend the idea of direct images of sheaves under continuous maps to more complex scenarios, such as those involving non-constant maps or higher-dimensional spaces. They provide a way to study the cohomological properties of sheaves over a base space by examining the images of these sheaves under a given morphism, facilitating deeper insights into the geometric and topological structures involved.