Yes you can. Use a text-shadow:
.my-icon {
text-shadow: 0 0 3px #000;
}
Or Also you can use webkit text stroke remember it only work with Chrome and Safari
CSS-Tricks example
-webkit-text-fill-color: white;
-webkit-text-stroke-width: 1px;
-webkit-text-stroke-color: black;