Table 8.
Studies on Tissue | Year | Training Set Positive WSIs | Training Set Total WSIs | Patches Positive | Patches Negative | Patches (Pixels) | Test Set | Accuracy % | Sensitivity (Recall) % | Specificity % |
---|---|---|---|---|---|---|---|---|---|---|
Xiong et al. [15] | 2018 | 30 | 45 | 96,530 | 2,510,307 | 32 × 32 | 201 WSIs | 90.55 * | 97.94 | 83.65 |
Yang et al. [16] | 2020 | 6 | 33 | 18,246 | 18,246 | 256 × 256 | 134 WSIs | 87 * | 87.13 | 87.62 |
Lo et al. [17] | 2020 | 9 | 9 | 613 | 1202 | 20 × 20 | patches | 95.30 | 93.5 | 96.3 |
Pantanowitz et al. [18] | 2021 | 47 | 418 | 5678 | 1,111,918 | 32 × 32 | 138 WSIs | 84.6 | 64.8 | 95.1 |
Zaizen et al. [19] | 2022 | 2 | 42 | 506 | N/A | N/A | 42 WSIs | N/A | 86 | 100 |
Our study | 2022 | 110 | 510 | 263,000 | 700,000,000 | 64 × 64 | 60 WSIs | 98.33 | 95.65 | 100 |
* calculated based on the data provided in the paper.