I studied multiple solutions mentioned by people on different sites and different themes.
Eventually this combination did the trick for me:
In header.php change:
<h1 class="site-title"><a>" rel="home">
<img src="https://yourdomain.com/wp-content/uploads/2016/04/yourlogo.png"
width="100" height="100"></a></h1>
<?php else : ?>
<p class="site-title"><a>" rel="home">
<img src="https://yourdomain.com/wp-content/uploads/2016/04/your logo.png" width="100" height="100"></a></p>
In style.css change:
.page h1.entry-title {
display:none;
}