I am using the Asp.Net Core angular template project with an Angular 4 front end and webpack. I had to use '/dist/assets/images/' in front of the image name, and store the image in the assets/images directory in the dist directory. eg:
<img class="img-responsive" src="/dist/assets/images/UnitBadge.jpg">