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. 2016 Jan 28;11(1):e0146547. doi: 10.1371/journal.pone.0146547

Table 2. Generation performance of QHM and texture features of DIR by feature selection iKICA and identification by SVM, ANN and PLS under halogen, UV and light fusion.

Illumination source Feature sets Org. feature size Feature selection methods(12features) SVM classifier
Original plusLrR Fisher MDS PCA iKICA
Halogen IR 33 81.25 44.64 64.29 46.43 84.82 95.54
DIR 32 93.75 90.18 90.18 89.29 94.64 99.11
RRI 32 78.57 64.29 83.04 73.21 73.21 100.0
NDRI 32 74.11 56.25 66.96 73.21 73.21 99.11
UV IR 33 99.11 96.43 98.21 93.75 99.11 99.25
DIR 32 100.0 99.11 100.0 100.0 100.0 100.0
RRI 32 100.0 93.75 100.0 100.0 100.0 100.0
NDRI 32 99.11 86.61 100.0 99.11 100.0 99.75