| ANN | artificial neural network |
| ANOVA | analysis of variance |
| ARI | anthocyanin reflectance index |
| BPNN | back propagation neural network |
| BRT | boosted regression tree |
| BSR | basal stem rot |
| CART | classification and regression trees |
| CBC | citrus bacterial canker |
| CCCV | coconut cadang-cadang viroid |
| CNN | convolutional neural network |
| CWA | continuous wavelet analysis |
| CWT | continuous wavelet transform |
| DCNN | deep convolutional neural network |
| ELM | extreme learning machine |
| FDI | fusarium disease index |
| FHB | fusarium head blight |
| GA | genetic algorithm |
| GAN | generative adversarial nets |
| GI | greenness index |
| GPR | Gaussian process regression |
| HLB | huanglongbing (citrus greening) |
| HRS | hyperspectral remote sensing |
| HIS | hue, saturation, intensity |
| IPM | integrated pest management |
| k-NN | k-nearest neighbors algorithm |
| LDA | linear discriminant analysis |
| LRDSI | leaf rust disease severity index |
| LSM | least squares method |
| LS-SVM | least squares–support vector machine |
| LSTM | long-term short–term memory |
| MLP–ARD | multilayer perceptron with automated relevance determination |
| MLR | multiple linear regression |
| MNF | minimum noise fraction |
| MSR | modified simple ratio |
| MTMF | mixture tuned matched filtering |
| NBNDVI | narrow-band normalized difference vegetation index |
| NCA | neighborhood component analysis |
| NDSI | normalized difference spectral index |
| NDVI | normalized difference vegetation index, |
| NIR | near-infrared wavelength diapason |
| NRI | nitrogen reflectance index |
| OR-AC-GAN | outlier removal auxiliary classifier generative adversarial nets |
| OS | orange spotting |
| PCA | principal component analysis |
| PCoA | principal coordinate analysis |
| PCR | polymerase chain reaction |
| PhRI | physiological reflectance index |
| PLS-DA | partial least squares-discriminate analysis |
| PLSR | partial least square regression |
| RNN | recurrent neural network |
| PRI | photochemical reflectance index |
| PSRI | plant senescence reflectance index, |
| PVY | potato virus y |
| REP | red-edge position or red-edge point |
| RWP | red-well point |
| RF | random forest |
| RVSI | red-edge vegetation stress index |
| SAM | spectral angle mapping |
| SID | spectral information divergence |
| SIPI | structural independent pigment index |
| SMA | spectral mixture analysis |
| SPA | successive projections algorithm |
| SVI | spectral vegetation index |
| SVM | support vector machine |
| SVR | support vector regression |
| SWIR | short-wave infrared region |
| ToCV | tomato chlorosis virus |
| TMV | tobacco mosaic virus |
| TSWV | tomato spotted wilt virus |
| UAV | unmanned aerial vehicle |
| VIS | visible wavelength diapason |
| VIS-NIR | visible and near-infrared wavelength diapason |
| ν-SVR | ν support vector regression |
| XY-F | xy-fusion network |
| YR | yellow rust |