Table 1 HTPP features selected through recursive feature elimination to predict YR Features marked in bold are unique to the timepoint
From: Predicting yellow rust in wheat breeding trials by proximal phenotyping and machine learning
Model trained on data collected on 2020-07-02 | Model trained on data collected on 2020-07-09 | ||||
|---|---|---|---|---|---|
Model feature | Average rank across all resamples | Standard deviation | Model feature | Average rank across all resamples | Standard deviation |
PSRI | 3.10 | 2.62 | RGI | 1.40 | 0.81 |
PRI2 | 3.27 | 2.35 | GI | 3.40 | 3.17 |
SIPI3 | 4.63 | 3.36 | PSRI | 4.87 | 2.76 |
PRI | 5.43 | 4.12 | NRI | 5.87 | 4.12 |
REP_LE | 5.53 | 3.34 | Boochs2 | 6.87 | 2.49 |
RGI | 5.77 | 1.89 | DPI | 7.00 | 4.17 |
BRI | 10.77 | 4.44 | REP_LE | 8.63 | 4.12 |
SR9 | 14.00 | 6.72 | SR10 | 10.30 | 4.23 |
Vogelmann3 | 17.10 | 6.82 | PRI | 12.30 | 4.69 |
PRI norm | 17.53 | 9.55 | PRI2 | 13.10 | 5.36 |
LRDSI2 | 18.87 | 10.83 | Datt5 | 13.27 | 10.05 |
PRI (YR Zheng) | 20.97 | 10.97 | DWSI4 | 14.60 | 8.32 |
DD | 22.07 | 16.16 | CI | 15.03 | 8.93 |
DPI | 22.27 | 9.50 | Vogelmann3 | 15.40 | 5.20 |
ARI | 22.57 | 5.85 | SPVI | 17.07 | 8.66 |
mSR705 | 22.93 | 12.24 | ARI2 | 19.43 | 6.52 |
SIPI2 | 25.63 | 14.27 | PRI (YR Zheng) | 20.07 | 6.76 |
mND705 | 25.67 | 14.20 | Boochs | 20.57 | 8.70 |
MTCI | 25.77 | 15.49 | NDVI3 | 21.43 | 9.62 |
SR7 | 26.77 | 15.03 | PRI_norm | 22.30 | 5.07 |
D1 | 27.23 | 12.15 | NPQI | 22.77 | 9.13 |
mSR | 27.77 | 19.16 | SR5 | 25.13 | 9.02 |
NIR Camera BNDVI | 29.20 | 11.86 | Carter5 | 28.33 | 10.49 |
mNDVI | 31.27 | 15.72 | RGB_Biomass | 29.23 | 9.48 |
MSAVI | 31.63 | 19.99 | DD | 30.43 | 16.17 |
SR8 | 32.23 | 13.74 | EVI | 32.97 | 10.13 |
SIPI | 32.27 | 16.97 | MCARI2 | 33.43 | 13.59 |
PhRI | 32.30 | 12.07 | NPCI | 35.50 | 12.56 |
BGI | 32.73 | 12.66 | DDn | 35.67 | 10.10 |
NDVI3 | 32.97 | 17.46 | SRPI | 35.67 | 11.28 |
OSAVI | 33.13 | 15.26 | ClAInt | 36.07 | 13.96 |
ARI2 | 33.67 | 11.50 | Sum_Dr2 | 36.17 | 15.92 |
DWSI4 | 33.80 | 17.01 | Gitelson | 36.63 | 11.03 |
mREIP | 34.27 | 10.68 | SIPI2 | 37.17 | 15.58 |
CI | 36.47 | 12.66 | mREIP | 38.23 | 8.80 |
REP_Li | 36.67 | 11.06 | Datt3 | 38.47 | 13.72 |
MCARI2_OSAVI2 | 37.67 | 19.27 | SR8 | 38.57 | 8.62 |
SAVI | 38.07 | 15.66 | mSR | 38.60 | 16.38 |
Carter | 38.17 | 13.72 | SR9 | 38.87 | 11.15 |
SR10 | 38.47 | 13.58 | MCARI2_OSAVI2 | 39.07 | 12.98 |
Gitelson | 38.70 | 14.70 | |||
NPCI | 39.60 | 14.79 | |||