Table 8.
Comparing endoscopy and computer-aided diagnosis (CADx) with previous surveys and review articles, the surveys either discussed these aspects (✓) or did not include them (×)
| Refs/Years | Description | I | S | F | C | A | D |
|---|---|---|---|---|---|---|---|
| Perperidis et al (2020) [355] | Provides a comprehensive overview of images'colors, noise, and modalities of GI tract screening, position, FOV, and accuracy. | ✓ | × | × | × | × | × |
| Kim et al (2021)[356] | The summary of early gastric cancer screening with the notion is described including modalities advancement that is used for visualizing the micro-vascular structures. | ✓ | × | × | × | × | × |
| Weigt, J., et al (2021) [357] | The effecting parameters of the modalities such as problems in training, cost, and lesion detection accuracy are addressed with the current improvements in modalities that provide future directions about diseases. | ✓ | × | × | × | × | × |
| Kolb et al (2021) [358] | Elaborate and point out the suitable imaging technology for diagnosing GI tract diseases. | ✓ | × | × | × | × | × |
| Caroppo et al (2021) [359] | Explores the segmentation, feature extraction, and selection methods related to CADx which are not addressed explicitly in earlier literature. | ✓ | × | ✓ | ✓ | ✓ | ✓ |
| Adewole, S., et al (2021) [360] | A detailed overview of visual and nonvisual WCE is given where the occurrence of events in WCE, and different GI-tract scenarios with quantitative measures are described. | × | × | × | × | ✓ | × |
| Muhammad, K., et al (2020) [361] | The pros and con of the WCE over other endoscopy methods used in CADx is addressed. | × | ✓ | × | ✓ | × | × |
| Soffer, S., et al (2020) [52] | Summarizes the imaging modalities used in GI tract screening such as ways to diagnose celiac disease by using techniques of computer vision. | ✓ | × | × | ✓ | ✓ | × |
| Xia, J., et al (2020) [362] | A detailed survey on segmentation, and classification techniques, with identification of major challenges in WCE. | × | ✓ | × | ✓ | × | × |
| Ali, H., et al (2019) [295] | A detailed overview including segmentation, feature selection, and classification methods in the CADx system is briefly described. | × | ✓ | ✓ | ✓ | × | × |
| Rahim et al (2020) [363] | The methods and results comparison with statistical measures of CADx systems are described explicitly. | × | × | ✓ | ✓ | × | × |
| Proposed work | The detail of CADx system methods used for detecting and classifying the diseases in the GI tract is addressed as image acquisition techniques and their challenges. | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |