I don't think ocean creatures are a good comparison but yeah...new species are discovered/rediscovered all the time...I think there's like 200+ this year along...new monkey discovered real recent....most new critters are small thouCoelacanth - Wikipedia
The fish were thought to have gone extinct 66 million years ago until one was caught in the Indian Ocean in 1938.