Comparisons are frequently made in other domains as well -- e.g., cyclists measure power outputs in watts.
The rule of thumb I've understood is that the brain runs on about 20 watts (peak power), and a human on average runs on about 100 watts. That's 8.64 MJ/day, which converts to 2064 food calories (kcal), at 4184 J/kcal.