Table 3.
Comparison of reviewed methods.
| Methods | Database | Dim | CNN style | DSC | PPV |
|---|---|---|---|---|---|
| Roy et al. (2018) | ISBI 2015 | 3D | Semantic-wise | 0.524 | 0.866 |
| Birenbaum and Greenspan (2016) | ISBI 2015 | 3D | Patch-wise | 0.627 | 0.789 |
| Valverde et al. (2019) | ISBI 2015 | 3D | Patch-wise | 0.63 | 0.840 |
| Aslani et al. (2019) | ISBI 2015 | 2D | Semantic-wise | 0.61 | 0.899 |
| Aslani et al. (2018) | ISBI 2015 | 2D | Semantic-wise | 0.698 | 0.74 |
| Zhang et al. (2019a) | ISBI 2015 | 2.5D | Semantic-wise | 0.693 | 0.908 |
| Havaei et al. (2016) | MICCAI 2008 | 2D | Patch-wise | 0.832 | N/A |
| Valverde et al. (2017) | MICCAI 2008 | 3D | Patch-wise | 0.871 | 0.786 |
| Brosch et al. (2016) | MICCAI 2008 | 3D | Semantic-wise | 0.840 | N/A |
| Valverde et al. (2016) | MICCAI 2016 | 3D | Patch-wise | 0.541 | N/A |
| McKinley et al. (2016) | MICCAI 2016 | 3D | Semantic-wise | 0.591 | N/A |
| Kazancli et al. (2018) | Proprietary | 3D | Patch-wise | 0.575 | N/A |
| La Rosa et al. (2020) | Proprietary | 3D | Semantic-wise | 0.60 | 0.64 |
| Brosch et al. (2015) | Proprietary | 3D | Semantic-wise | 0.355 | 0.414 |
| Gabr et al. (2020) | Proprietary | 3D | Semantic-wise | 0.95 | N/A |
| Coronado et al. (2020) | Proprietary | 3D | Semantic-wise | 0.77 | N/A |
| Zhang et al. (2018) | Proprietary | 2D | Semantic-wise | 0.672 | 0.724 |
| Aslani et al. (2020) | Proprietary | 3D | Semantic-wise | 0.50 | 0.519 |
| Gessert et al. (2020a) | Proprietary | 4D | Semantic-wise | 0.64 | N/A |
| Gessert et al. (2020b) | Proprietary | 3D | Semantic-wise | 0.656 | N/A |
| Zhang et al. (2019b) | Proprietary | 2D | Semantic-wise | 0.660 | N/A |