Table 2.
Target | Data type | Aver. size (pixel) | Precision | Recall | F-measure | Jaccard | |
---|---|---|---|---|---|---|---|
Proposed method | HSIL | WSIs | 91257 41546 | 0.93 | 0.90 | 0.88 | 0.84 |
U-net19 | HSIL | WSIs | 91257 41546 | 0.15 | 0.70 | 0.17 | 0.12 |
SegNet20 | HSIL | WSIs | 91257 41546 | 0.26 | 0.88 | 0.27 | 0.23 |
Araújo et al.17 | LSIL/ASCUS | Image patches | 1383 1036 | 0.66 | 0.72 | 0.69 | 0.53 |
The proposed method is significantly better than the benchmark approaches (p<0.0001).