Table 8.
Dataset | Classification | Image Preprocessing | SVM | LR | RF |
---|---|---|---|---|---|
First Dataset | Abnormal vs. Normal | Yes | 0.967 | 0.969 | 0.923 |
No | 0.956 | 0.95 | 0.77 | ||
AMD vs. DME | Yes | 0.909 | 0.926 | 0.851 | |
No | 0.923 | 0.931 | 0.762 | ||
CNV vs. DRUSEN | Yes | 0.964 | 0.977 | 0.933 | |
No | 0.954 | 0.963 | 0.874 | ||
Second Dataset | Abnormal vs. Normal | Yes | 0.97 | 0.976 | 0.94 |
No | 0.986 | 0.983 | 0.896 | ||
AMD vs. DME | Yes | 0.936 | 0.933 | 0.91 | |
No | 0.88 | 0.863 | 0.72 |