Answering my own question for anyone else stuck in this situation. As user jacky from SO pointed out
So this class seems to be the culprit.
.swiper-slide img { max-height: 100%; }
Add this to the CSS to simply override it.
#map img { max-height: none !important; }
After this everything worked as expected.