Olfactory hallucinations, also known as phantosmia, involve detecting smells that aren't present in the environment and can be caused by a variety of factors including neurological disorders, infections, or exposure to certain chemicals. These hallucinations can significantly affect quality of life and may require medical evaluation to determine underlying causes and appropriate treatment.