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Table 4 Positive Predictive Value (Precision) evaluating predictions from UNet, ColorAE, and ensemble methods against dilated seed labels

From: Deep learning-based image analysis methods for brightfield-acquired multiplex immunohistochemistry images

Model

CD3

CD4

CD8

CD20

CD16

K17

ColorAE

0.49

0.67

0.615

0.945

0.706

0.502

UNet

0.473

0.647

0.488

0.736

0.526

0.722

Intersection

0.562

0.773

0.619

0.957

0.699

0.771

Union

0.425

0.603

0.486

0.757

0.53

0.491

Union anchor AE

0.501

0.678

0.629

0.944

0.756

0.521

Union anchor UNet

0.486

0.663

0.493

0.738

0.541

0.77