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Table 2 F1 Scores 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

0.652

0.728

0.72

0.347

0.796

0.637

UNet

0.628

0.661

0.628

0.353

0.687

0.739

Intersection

0.698

0.693

0.722

0.279

0.79

0.749

Union

0.593

0.705

0.628

0.403

0.691

0.638

Union anchor AE

0.662

0.732

0.731

0.346

0.836

0.657

Union anchor UNet

0.639

0.674

0.633

0.35

0.7

0.806