In the present study, a simulation of an atmospheric river event that occurred 30 December, 2005 was evaluated. The simulations were performed using the WRF-ARW numerical model with five different microphysical schemes (Lin, WSM6, Thompson, Schultz and double-moment Morrison). Synthetic imagery was created and scenes from the simulations were statistically compared with observations from the 10.7 µm band of the GOES-10 imager using a histogram-based technique. The results indicate that synthetic satellite imagery may potentially be very useful in model performance evaluation as a complementary metric to traditional methods. For example, accumulated precipitation analyses and other commonly used fields in model evaluation show a good agreement among solutions from various microphysical schemes, while the synthetic imagery analysis pointed toward notable differences in simulations of clouds among the microphysical schemes.