I made a tutorial on this case: The Complete Guide To Images With Ionic
Especially the loading of a local image might be interesting for you:
HTML
<img ng-src="{{urlForImage(image)}}"/>
Controller
$scope.urlForImage = function(imageName) {
var trueOrigin = cordova.file.dataDirectory + imageName;
return trueOrigin;
}