Exclude overlay graphics from beamer handout

I have some slides with overlays that contain an evolving picture:

documentclass[handout]{beamer}
begin{document}
begin{frame}
    includegraphics<1>{stage1.png}
    includegraphics<2>{stage12.png}
    includegraphics<3>{stage123.png}
end{frame}
end{document}

By default, all graphics are included in the handout. But I really only want to see the last one, which includes all information contained in the others. Also having all graphics at the same time destroys the layout.

Is there a command to achieve this, i.e. to eliminate parts of slides from the handout? Or can I include the graphics differently?

documentclass[handout]{beamer}
begin{document}
begin{frame}
    includegraphics<1|handout:0>{stage1.png}
    includegraphics<2|handout:0>{stage12.png}
    includegraphics<3>{stage123.png}
end{frame}
end{document}