Table 11. A comparsion of recent related studies based on the BreakHis dataset.
Article | Accuracy (%) | |||
---|---|---|---|---|
Magnification Factor | ||||
40× | 100× | 200× | 400× | |
(Nahid & Kong, 2018) | 94.40 | 95.93 | 94.94 | 96.00 |
(Sudharshan et al., 2019) | 87.8 | 85.6 | 80.8 | 82.9 |
(Jiang et al., 2019) | 94.43 | 94.45 | 92.27 | 91.15 |
(Muralikrishnan & Anitha, 2019) | 94.6 | 93.4 | 92.0 | 90.3 |
(Alom et al., 2019) | 97.9 | 97.5 | 97.3 | 97.4 |
(Vo, Nguyen & Lee, 2019) | 95.1 | 96.3 | 96.9 | 93.8 |
(Zhang et al., 2019) | 91.2 | 91.7 | 92.6 | 88.9 |
(Li et al., 2020) | 94.8 | 94.0 | 93.8 | 90.7 |
(Toğaçar et al., 2020) | 97.99 | 97.84 | 98.51 | 95.88 |
Proposed Histo-CADx | 99.03 | 99.53 | 98.08 | 97.56 |