You can use title attribute.
<img src="https://stackoverflow.com/questions/12105214/smiley.gif" title="Smiley face"/>
You can change the source of image as you want.
And as @Gray commented:
You can also use the title on other things like <a ... anchors, <p>, <div>, <input>, etc.
See: this