In your controller, add a function to to handle the 'onLoad' event, setting the state to {loading: false}:
loading: boolean = true
onLoad() {
this.loading = false;
}
In your template, render a loading gif (or whatever you want) while the state has loading === true, the tricky part is that you should just hide the img element with [hidden]="true/false" as opposed to prevent it from rendering so it will actually load the src, then just bind the onLoad function in your controller to the (load) event on the actual image:
<img *ngIf="loading" src="/assets/loading.gif" alt="loading" />
<img [hidden]="loading" (load)="onLoad()" src="{{ source }}" />
This solution is functionally the same as AngJobs's, but it's more declarative and a little less cumbersome IMO.
PS: Using [hidden]="boolean" instead of *ngIf is a bit of a gotcha, you should look to http://angularjs.blogspot.com/2016/04/5-rookie-mistakes-to-avoid-with-angular.html to understand why and for a solution on how to apply it safely.