Suddenly, a leopard print sofa appears
Isn't the solution to simply have two NNs? One trained to identify leopards, another trained to identify sofas.Regardless of how computationally expensive NNs may be now, wait a few years, and then train millions of them on different classes of objects and run them concurrently to identify new pictures.