Convolutional neural networks combined with classification algorithms for the diagnosis of periodontitis.

The PER-Alexnet + RF model has reached high performance for whole-case periodontal diagnosis. The CNN models combined with CA can assist dentists in quickly and accurately diagnosing the stage of periodontitis.