Acid-fast bacteria are a group of bacteria that have a waxy layer in their cell walls, which makes them resistant to traditional staining methods used in microbiology. These bacteria can cause diseases such as tuberculosis and leprosy and can be identified using special acid-fast staining techniques or molecular diagnostic tests.