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. 2021 Jun 25;21(13):4363. doi: 10.3390/s21134363

Table 1.

Examples of ML-based approaches that have been applied in phenotyping tasks.

ML-Based Approach Application Plant Reference
Bag-of-keypoints, SIFT Identification of plant growth stage Wheat [41]
Decision tree Plant image segmentation Maize [42]
SIFT, SVM Taxonomic classification of leaf images A group of varied genera and species [43]
MLP, ANFIS Classification Wheat [44,45]
kNN, SVM Classification Rice [46]

Abbreviations: SIFT, Scale Invariant Features Transforms; kNN, k-nearest neighbor; SVM, Support Vector Machine; MLP, Multilayer Perceptron; ANFIS, Adaptive Neuro-fuzzy Inference System.