I'm not going to tell you how to live your life, but maybe you should have some sort of disclaimer: "not responsible for accidentally identifying death caps as chantarelles."
I'm somewhat baffled this actually happens that often.
As a kid, I often went mushroom foraging with my family.
The first thing they taught us kids was to be very wary of death caps, and most mushrooms with gills in general.
If it has gills and you are unsure, just leave it. Never had any accidents with wrong mushrooms and had lots of fun, at least until a certain nuclear reactor blew up and we had to stop.
Definitely, as I said elsewhere in a comment, I will add more warnings.
The disclaimer is already there when you get the results, but it doesn't hurt to put some more.
Will also give some picture examples with mushrooms that look alike but with one delicious and edible and another deadly.
And maybe link to an article of some sort that spells out what horrible things the deadly one does to you because people can be pigheaded, slow to listen, etc.
Yeah, that was my thought too. But I do have something growing in my back yard (in the fall) that is fairly similar to yellow chanterelle - probably jack-o-lantern. The gills are wrong, but I'd imagine that software to identify mushrooms from photos would miss that subtlety.
This is the first example I've ever seen of an image classifier that could kill someone if it makes a mistake.
You may also want to consider listing all percentages and classification types, instead of just the highest match (if you don't do this yet).