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Table 3 Comparison results of the proposed network with other state-of-the-art segmentation networks

From: Fovea-UNet: detection and segmentation of lymph node metastases in colorectal cancer with deep learning

Networks

IoU

DSC

Sen

Sp

Pre

Params/MB

SegNet

0.5975

0.7480

0.8148

0.9317

0.6914

112.32

U-Net

0.6644

0.7984

0.8529

0.9468

0.7504

147.59

DeepLabv3 + 

0.7002

0.8237

0.8921

0.9491

0.7651

134.83

LEDNet

0.6245

0.7689

0.7921

0.9496

0.7470

8.65

Enet

0.6447

0.7840

0.8634

0.9382

0.7179

13.36

Fovea-Unet

0.7938

0.8851

0.9282

0.9680

0.8457

23.26

  1. Bold font indicates the best value for each metric
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BioMedical Engineering OnLine

ISSN: 1475-925X

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