You can't saying "During that sea," but you can say, "While at sea, we saw many interesting things." I can't think of a good way to make direct reference to that specific time at sea, if that's exactly what you need. You'd have to say, "During that journey(trip, time) at sea...which just sounds awkward. But, "While at sea" sounds the best to me.