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Table 1 Numerical data on the development of deep learning algorithms

From: Detection of periodontal bone loss patterns and furcation defects from panoramic radiographs using deep learning algorithm: a retrospective study

Model Name

Number of Training Images

Number of Training Labels

Number of Validation Images

Number of Validation Labels

Number of Test Images

Number of Test Labels

Epoch

Learning Rate

Model

Total Alveolar Bone Loss

935

1878

93

186

93

187

800

0.0001

U-Net

Horizontal Bone Loss

934

18,232

93

1786

93

1821

800

0.0001

U-Net

Vertical Bone Loss

690

2869

69

287

69

308

800

0.00001

U-Net

Furcation Defect

1619

2358

161

227

161

230

800

0.00001

U-Net