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Table 7 Classification performance of each feature in the neuron feature descriptor.

From: HCS-Neurons: identifying phenotypic changes in multi-neuron images upon drug treatments of high-content screening

Feature Name

10-CV Accuracy

Test Accuracy

somaCount

43.06%

37.50%

somaArea

38.19%

34.72%

neuriteLength

86.80%

81.94%

neuriteArea

84.72%

81.94%

attachmentPoint#

40.97%

30.56%

endingPoint#

63.89%

52.78%

branchPoint#

77.09%

72.22%

Avg_somaArea

58.33%

47.22%

Avg_neuriteLength

77.08%

76.39%

Avg_neutiteArea

79.86%

73.61%

Avg_attachmentPoint#

44.44%

37.50%

Avg_endingPoint#

42.36%

40.28%

Avg_branchPoint#

68.75%

56.94%