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Table 5 Meniscus segmentation studies in deep Learning

From: Automated meniscus segmentation and tear detection of knee MRI with a 3D mask-RCNN

Author(s) and years

Data size

Method(s)

Performance

Aldrin et al. [24] & 2017

18

2D U-net

Diceā€‰=ā€‰0.752

Sensitivityā€‰=ā€‰0.796

Norman et al. [25] & 2018

638

2D U-net

Dice for medial meniscusā€‰=ā€‰80.9%

Dice for lateral meniscusā€‰=ā€‰75.3%

Tack A et al. [26] & 2018

552

3D U-net

Dice for medial meniscusā€‰=ā€‰83.8%

Dice for lateral meniscusā€‰=ā€‰88.9%

Our 3D Mask-RCNN

546

3D Mask-RCNN

Dice for bilateral meniscusā€‰=ā€‰92.4%