Yea, Herb's, you will go right past it in the town of North East. It's on the right in the main part of town past Woody's.
PS if you are looking for perch, you might consider launching at Anchor Marine as it's more protected on the N.E. river. They are calling for a lot of wind today, and coming and going from Elk Neck Park launch could be wicked.