Crops will wither after double the time it took them to grow. So Eggplant, a 1 hour crop, will wither 2 hours after being fully grown (3 hours after planting). The only crop that does not wither is Strawberry and Instant Growth cash crops.
This is a list of the Crops currently available in the Build Menu. For the Full List of Crops, see here.