Yes, you can. To recover a deleted branch, you should know the SHA off the top of your head. SHA or hash is a unique ID that Git creates with every operation.
When you delete a branch, you get the SHA displayed on the terminal:
Deleted branch <your-branch-name> (was <sha>)
You can use the below command to recover the deleted branch:
git checkout -b <your-branch-name> <sha>