Table 2.
Research questions and their motives.
| S. No. | Research Questions | Motivation |
|---|---|---|
| 1. | RQ1: What are the main sources for collecting data about plants? |
To identify different data acquisition sources that are utilized by different researchers to collect plant image data. |
| 2. | RQ2: What different pre-processing techniques are applied? |
To identify different pre-processing techniques. |
| 3. | RQ3: What different techniques are used for data augmentation? |
To identify different data augmentation techniques that are utilized for increasing the size of the dataset. |
| 4. | RQ4: What kinds of feature extraction methods are employed? |
To identify different feature extraction techniques that are utilized for extracting features. |
| 5. | RQ5: What are the typical attributes that are used or extracted? |
To identify different extracted features. |
| 6. | RQ6: What automated systems have been implemented for identifying and categorizing plant diseases? |
To identify models that are implemented for identifying and categorizing plant diseases. |
| 7. | RQ7: What analytical techniques are employed for improving image quality? | To identify techniques utilized for improving the quality of images. |
| 8. | RQ8: What are the techniques utilized for reducing/removing overfitting? |
To identify techniques used for reducing overfitting. |
| 9. | RQ9: What are the different plant species on which the evaluated research is based, and what classifications of diseases have been found by the evaluated studies? |
To identify the species with which evaluated studies are dealing and classes of diseases identified by reviewed studies. |
| 10. | RQ10: What is the accuracy of existing plant disease detection and classification approaches? |
To identify the accuracy of existing approaches for identifying plant diseases. |