Table 3 The comparison of IEP-CDS and SOTA.

From: Inner Ear Multiple Primary Cell Type Detection System

Model / F1-score

Validation set

Test set

Pink

Purple

Orange

Average

Pink

Purple

Orange

Average

IEP-CDS YOLOv4

0.486

0.488

0.811

0.595

0.772

0.341

0.351

0.488

IEP-CDS YOLOv7

0.745

0.505

0.921

0.724

0.772

0.206

0.395

0.458

IEP-CDS YOLOv8

0.675

0.5

0.757

0.644

0.729

0.275

0.29

0.431

commercial software

0.598

0

0.714

0.438

0.831

0.083

0.198

0.371

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