Aggregate changes require way more energy than temperature changes. I vaguely remember that it takes about the same engergy to get water from 5°C to 80°C as getting ice to 1°C warm water.
Hence my question: Is a heat pump more/less efficient when there is fog compared to the same temperature delta (inside/outside), but with lower outside humidity?