We have an intuition of what frequency means when it comes to sound. High-frequency is a high pitched noise, like a bird chirp or violin. And low frequency sounds are low pitch, like a deep voice or a bass drum

Frequency in images is a rate of change.

High-frequency components also correspond to the edges of objects in images.