From: A spatio temporal spectral framework for plant stress phenotyping
Method | Cross validated training accuracy | Test set accuracy | ||||
---|---|---|---|---|---|---|
 | Water | Nitrogen | Weeds | Water | Nitrogen | Weeds |
Decision trees [49] | 93.39 | 63.66 | 60.36 | 86.90 | 47.62 | 65.48 |
\(\hbox {LDA}^{\mathrm{a}}\) [50] | 96.10 | 68.47 | 75.68 | 94.05 | 78.57 | 75.00 |
\({{SVM}}^{\mathrm{b}}\) [51] | 93.09 | 75.68 | 83.18 | 95.24 | 80.95 | 77.38 |
\(\hbox {KNN}^{\mathrm{c}}\) [52] | 92.79 | 62.16 | 69.97 | 92.86 | 55.95 | 65.48 |
BaggedTrees [53] | 94.89 | 67.57 | 71.47 | 91.67 | 63.10 | 69.05 |
Subspace discriminant [54] | 94.59 | 70.57 | 75.08 | 94.05 | 75.00 | 72.62 |
Subspace KNN [54] | 93.39 | 60.66 | 64.26 | 97.62 | 66.67 | 72.62 |
\(\hbox {RUSBoostedTrees}^{\mathrm{d}}\) [55] | 95.20 | 69.37 | 69.37 | 97.62 | 63.10 | 71.43 |