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

BMC Bioinformatics

Table 8 Classification performance comparisons between the neuron feature descriptor and generic feature descriptors

Feature Name	10-CV Accuracy	Testing Accuracy
Zernike Moment	72.92%	70.83%
Legendre Moment	69.44%	62.50%
Tchebichef Moment	72.29%	62.50%
Generic Fourier	72.22%	55.55%
Haralick Texture	84.03%	86.11%
Gabor	78.47%	81.94%
Daubechies4	75.70%	75.00%
NeurphologyJ [3]	85.42%	80.56%
NFD (extended from NeurphologyJ [3])	84.72%	86.11%

ISSN: 1471-2105