Table 2.
Results for cancer-type recognition (horizontal search) among diagnostic slides.
| Tumor Type | WSI count | Patient count | Hit rate (%) | Majority-5 | Majority-10 | ||||
|---|---|---|---|---|---|---|---|---|---|
| Top-10 | Top-5 | Top-3 | Accuracy | Recall | Accuracy | blackRecall | |||
| Brain | 1692 | 870 | 98.99 | 97.81 | 96.69 | 91.37 | 94.33 | 91.60 | 94.80 |
| Pulmonary | 1109 | 1011 | 98.46 | 96.12 | 91.70 | 75.83 | 84.58 | 76.19 | 86.29 |
| Prostate/testis | 701 | 550 | 97.43 | 94.86 | 92.15 | 80.31 | 86.73 | 82.88 | 85.31 |
| Breast | 1116 | 1049 | 95.96 | 91.57 | 87.09 | 70.87 | 78.79 | 71.50 | 78.61 |
| Gastrointestinal tract | 1144 | 1108 | 95.54 | 90.73 | 85.83 | 65.12 | 74.25 | 67.91 | 74.59 |
| Urinary tract | 1374 | 1275 | 95.41 | 90.82 | 85.51 | 66.01 | 74.56 | 69.21 | 73.84 |
| Gynecological | 1039 | 933 | 95.28 | 90.37 | 84.50 | 63.71 | 73.40 | 66.89 | 74.88 |
| Endocrine | 936 | 732 | 94.55 | 91.88 | 88.67 | 73.93 | 81.45 | 77.13 | 81.34 |
| Liver, pancreaticobiliary | 618 | 585 | 93.85 | 87.37 | 82.20 | 63.75 | 70.32 | 64.72 | 70.81 |
| Head and neck | 466 | 446 | 90.55 | 82.40 | 75.96 | 49.14 | 60.94 | 54.50 | 57.94 |
| Melanocytic malignancies | 551 | 509 | 88.20 | 79.31 | 70.41 | 37.20 | 51.91 | 43.73 | 52.09 |
| Mesenchymal | 594 | 253 | 87.37 | 80.63 | 73.73 | 50.84 | 61.78 | 53.70 | 64.14 |
| Hematopoietic | 221 | 163 | 84.61 | 81.44 | 76.47 | 52.03 | 64.25 | 56.56 | 61.09 |
Every whole-slide image was compared with all other slides in the repository regardless of the primary site. The table is sorted based on Top-10 hit rates. The accuracy and recall (sensitivity) for majority-5 and majority-10 among search results are provided as well.