Table 1 Astrocyte detection performance corresponding to best Dice coefficient of our algorithm based on YOLOv5, Adaptive Thresholding and GESU-net31.

From: Automated detection of GFAP-labeled astrocytes in micrographs using YOLOv5

Dataset

YOLOv5

Adaptive thresholding

GESU-net

R

P

DC

R

P

DC

R

P

DC

BBBC (484 cells)

0.87

0.86

0.86

0.73

0.49

0.58

0.84

0.38

0.52

Kruyer (565 cells)

0.75

0.81

0.78

0.59

0.62

0.60

0.87

0.50

0.63

  1. Performance metrics include Recall (R), Precision (P) and Dice Coefficient (DC).
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