"...If the predictor variables are uncorrelated, the diagonal elements of the inverse correlation matrix are equal to 1.0; thus, for correlated predictors, these elements represent an "inflation factor" for the variance of the regression coefficients, due to the redundancy of the predictors."
cortrudolph/VIF_rxy
Conceptual proof of VIF derived as the inverse of the correlation matrix of predictors
R