Radar SNR for a LFM Waveform
With pulse compression, the SNR improves by a factor equal to the time-bandwidth product (synonymous with pulse compression gain).

In the equation you listed, $\tau$ can be interpreted as the uncompressed pulse width, in which case that you'd need to add a factor for the pulse compression gain.