Measuring weak lensing cosmic magnification signal is very challenging due to the overwhelming intrinsic clustering in observed galaxy distribution. In this paper, we modify Internal Linear Combination (ILC) method reconstruct with an extra constraint suppress clustering. To quantify performance, construct a realistic catalogue for LSST-like photometric survey, covering $20\,000\ \deg^2$ mean s...