Table 7 Plankton cell center detection accuracy in terms of mAP. EfficientNetb1 is used as backbone for the 4 neural networks implemented in VisionTool.

From: A semi-automatic toolbox for markerless effective semantic feature extraction

Net/Backbone

mAP\(^{0.5}\)

mAP\(^{0.75}\)

mAP

FPN/Efficientb1

0.980

0.919

0.908

LinkNet/Efficientb1

0.951

0.837

0.839

PSPNet/Efficientb1

0.942

0.776

0.784

Unet/Efficientb1

0.976

0.919

0.907

  1. Best results are in bold.