WiFi Map is not supposed to detect WiFi hotspots. The app shows you information about public and private WiFI locations that have been added by WiFi Map community.
So if you don't see your neighbor's WiFi, it means that no one has added it to the app yet.
Please choose any WiFi hotspot that you see on the map and connect to it.