Ephemerals are so named because they appear above ground only in late winter and early spring, then flower, fruit, and die back within a short two month period.
Seasonal plants are referred to as such due to their emergence above ground in late winter and early spring, flowering, fruiting, and then disappearing quickly within a short period.