This lecture covers the Haar filterbank, polyphase formulation, and wavelet transforms. It explains Mallat's tree-structured filterbank algorithm, Daubechies wavelets, and the extension to higher dimensions. The lecture also delves into wavelet decomposition, continuous-domain interpretation, and the Wiener filter.