Table 4 The detection accuracy of YOLO models with image augmentation on the validation set.

From: Inner Ear Multiple Primary Cell Type Detection System

YOLO Model

Augmentation

Pink (mAP)

Purple (mAP)

Orange (mAP)

Average (mAP)

YOLOv4

Mosaic + Mix-up

0.599

0.327

0.418

0.448

E&A

0.457

0.177

0.514

0.383

IEP augmentation

0.662

0.657

0.55

0.623

YOLOv7

Mosaic + Mix-up

0.847

0.679

0.613

0.713

E&A

0.806

0.716

0.658

0.727

IEP augmentation

0.837

0.67

0.622

0.71

YOLOv8

Mosaic + Mix-up

0.691

0.837

0.576

0.701

E&A

0.728

0.8

0.645

0.725

IEP augmentation

0.899

0.674

0.612

0.728

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