This document proposes a Rank Correlation Based Detection (RCD) algorithm to detect Distributed Reflection Denial of Service (DRDoS) attacks in a protocol-independent manner. RCD analyzes the inherent rank correlation between responsive traffic flows stimulated by the same attacking flow. Preliminary simulations show RCD can efficiently differentiate reflection flows from legitimate ones, providing a usable indicator for DRDoS detection. The algorithm uses Spearman's Rank Correlation as it is more suitable than Pearson's correlation for the nonlinear traffic patterns and outliers introduced during DRDoS attacks.