Accuracy and Evasion are special in-battle stats, same as whether a Pokemon is confused or not. All Pokemon start at 100% accuracy and 0% evasion. Moves like Double Team raise your evasion, and Sand Attack lowers opponent's accuracy.
The stats are reset as soon as the Pokemon switches out, or the battle ends.