Table 1 Results for cancer-type recognition (horizontal search) among frozen slides.
Tumor type | WSI count | Patient count | Hit rate (%) | Majority-5 | Majority-10 | ||||
|---|---|---|---|---|---|---|---|---|---|
Top-10 | Top-5 | Top-3 | Accuracy | Recall | Accuracy | Recall | |||
Brain | 1797 | 1083 | 97.44 | 95.21 | 92.76 | 82.24 | 86.37 | 83.86 | 86.42 |
Gynecological | 2216 | 1450 | 97.60 | 93.50 | 88.22 | 67.96 | 77.03 | 68.86 | 78.97 |
Pulmonary | 1634 | 1068 | 95.34 | 90.75 | 83.90 | 58.01 | 65.61 | 59.30 | 67.99 |
Gastrointestinal tract | 1947 | 1212 | 95.12 | 87.98 | 81.86 | 61.32 | 68.16 | 62.86 | 68.98 |
Breast | 1495 | 1075 | 93.44 | 88.56 | 83.87 | 65.61 | 74.45 | 66.35 | 77.46 |
Prostate/testis | 755 | 634 | 91.92 | 87.28 | 84.63 | 66.22 | 74.30 | 68.07 | 73.77 |
Urinary tract | 1980 | 1300 | 90.25 | 83.48 | 79.89 | 62.67 | 68.89 | 64.59 | 67.83 |
Endocrine | 769 | 729 | 84.78 | 71.39 | 61.89 | 30.68 | 44.08 | 35.37 | 43.56 |
Melanocytic malignancies | 532 | 529 | 83.83 | 68.79 | 57.51 | 25.93 | 39.85 | 29.13 | 39.85 |
Liver, pancreaticobiliary | 659 | 602 | 81.48 | 73.29 | 63.73 | 30.34 | 44.61 | 35.35 | 43.55 |
Hematopoietic | 181 | 169 | 78.45 | 73.48 | 69.06 | 44.19 | 55.25 | 45.85 | 49.17 |
Head and neck | 663 | 465 | 70.88 | 57.16 | 48.11 | 22.32 | 29.56 | 26.24 | 27.75 |
Mesenchymal | 259 | 255 | 56.37 | 42.85 | 33.59 | 06.17 | 16.22 | 11.19 | 15.44 |