The image is both a rabbit and a duck regardless of orientation, capturing the object it depicts as a single class with a confidence measure is a mistake.

The magnitude of this mistake becomes apparent when you connect it to real-world decision making, and it becomes highly unsafe.

As is most of ML because it only uses statistical (rather than causal) modelling of the world -- so really, it is only offering us generalised statistical associations. It cannot cope with statistical discontinuities.