We propose a new criterion for measuring dependence between two real variables, namely, Multi-level Wavelet Mapping Correlation (MWMC). MWMC can capture the nonlinear dependencies variables by their correlation under different levels of wavelet mappings. show that empirical estimate converges exponentially to its population quantity. To support independence test better with MWMC, we further des...