Flowers are crucial for human IDs as well. A lot of tropical tree leaves are very similar, so without context they're virtually impossible to visually distinguish.
Yeah this is a good point. I've done some work with local experts to do tree ID from drone images over rainforest and there were several species where they would need to see the underside of the leaves to get better than the family.