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7% for ST, 96.2% for MT and 88.6% for pulp of ST, 87.6% for pulp of MT. This study proposed a two-phase deep learning solution for fast and accurately extracting any single tooth from a CBCT scan and performing accurate tooth and pulp cavity segmentation. The 3D reconstruction results can completely show the morphology of teeth and pulps, it also provides valuable data for further research and clinical practice. This study proposed a two-phase deep learning solution for fast and accurately extracting any single tooth from a CBCT scan an