For those interested in the performance of the deblender on crowded stellar fields, may I draw your attention to section 4.1 of “The Saga of M81: Global View of a Massive Stellar Halo in Formation” (2020, ApJ accepted) by Adam Smercina et al., where we use fake sources to measure detection completeness as a function of stellar density. Adam found we get good completeness up to 100 arcmin-2, after which it starts to fall off (see Figure 4 from the paper, reproduced below). This number is certainly a function of seeing, depth and target brightness, but may serve as a useful benchmark.
Thanks to Song Huang for the original SynPipe implementation, and Sophie Reed for integrating it into the LSST stack.