The detection of faint radio sources (mJy/sub-mJy events) is an open issue in single-dish astronomy. To date, observations of undetected radio sources in single-dish mode often result in a rough upper limit based on the root mean square (RMS) of the image.Using the Sardinia Radio Telescope (SRT), we compare the sensitivity and robustness of three methods applied to the detection of faint radio sources from raster maps around a known source position: the smart quick-look method, the source extraction method (typical of high-energy astronomy), and the fit with a 2-D Gaussian. The targets of interest are the faint radio afterglow emission (due to synchrotron radiation) from gamma-ray bursts