INSTALL_FAILED_UPDATE_INCOMPATIBLE when I try to install compiled .apk on device

it means the application which you want to install is already installed. just remove the old one and try again.

Try

adb uninstall package-name

It works for me. I have remove my app using Titanium Backup. However,I think Titanium backup didn't removed my app totally.