Convince Windows SmartScreen and web browser that my application is safe?

I am developing a Free and Open-Source software (C++). When I download my own application from a web link, Microsoft Smart Screen and Google Chrome are getting in the way since it comes from and "Unknown Publisher".

What are my options to spare my future users from this warning?