Yes....a nice tall evergreen hedge interwoven with a good looking fence on both sides would do wonder.
Or, just pick this one up, doesnt require a fence, just $$$
https://www.zillow.com/homedetails/1038-E-Benning-Rd-Galesville-MD-20765/35983849_zpid/
Why does a 4 bedroom house need 7 bathrooms?! (Rhetorical question )
Beautiful, but a little pricey