Embodiments related to coding and/or decoding data, including for example image data, using wavelet transform and matching pursuits are disclosed. In some embodiments, a wavelet transform is applied to data to produce transformed data. The transformed data is scanned to produce reduced dimension data, and a matching pursuit is performed in the reduced dimension data.