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. 2021 May 24;21(11):3647. doi: 10.3390/s21113647

Table 4.

Comparison of the advantages and disadvantages of four common features.

Features Advantages Disadvantages
Texture Has high accuracy, strong adaptability, and robustness Grey-level co-occurrence matrix (GLCM takes a long time and does not meet the real-time processing requirements.
Shape Independent of geometric translation, scaling, or rotation; robust to noise Shapes are deformed by disease, insect eating, and man-made or mechanical damage and incomplete under overlap and occlusion.
Color Insensitive to the adjustment of proportion, size, and position Crops and weeds with similar color will fail; leaf lesions and plant seasonality will change color.
Spectral Robust to partial occlusion Spectral features vary in different growth stages of plants, are easily affected by the collection environment, and are unstable.