Wavelet analysis is a relatively new branch of harmonic analysis that developed very rapidly over the past 20 years. It has a rich mathematical theory and has found numerous applications in many fields of science and technology. This lecture will review some of the fundamental aspects of the mathematical foundations of wavelet analysis, illustrate some examples of its applications in signal and image processing, and discuss some unresolved mathematical problems.