Classification on CPTAC 9x magnification (test)
99.4ST (NSCLC) AccuracyCOBRA-H0
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| COBRA-H0Magnification=9x, Backbone=H-Optimus-0, Strategy=Standard (Eq. 6)2024.11 | 99.4 | 84.4 | 72.8 | 79.2 | 51.9 | 84.5 | 78.3 | 63.7 | 58.1 | 93.2 | 81.5 | 64.2 | 57.7 | 56.5 | 57.8 | 72.2 | |
| COBRA†-H0Magnification=9x, Backbone=H-Optimus-0, Strategy=Weighted (Eq. 8)2024.11 | 99.3 | 83.4 | 73.6 | 78.7 | 52.4 | 84.1 | 77.2 | 66.7 | 62.3 | 91.4 | 82.5 | 63.8 | 56.2 | 57.3 | 58.3 | 72.5 | |
| COBRA†-UNIMagnification=9x, Backbone=UNI, Strategy=Weighted (Eq. 8)2024.11 | 98.9 | 71.6 | 74.8 | 80.5 | 56.3 | 87.2 | 79.1 | 65.5 | 66 | 89.5 | 85.2 | 59.9 | 62 | 58.4 | 56.5 | 72.8 | |
| COBRA†-V2Magnification=9x, Backbone=Virchow-2, Strategy=Weighted (Eq. 8)2024.11 | 98.9 | 83.6 | 76.7 | 80 | 53 | 89.6 | 79.5 | 70.6 | 65.8 | 95.1 | 82.5 | 61.7 | 58.4 | 61.9 | 61.2 | 74.6 | |
| COBRA-UNIMagnification=9x, Backbone=UNI, Strategy=Standard (Eq. 6)2024.11 | 98.8 | 79.3 | 76.5 | 79.9 | 56 | 88.2 | 79.7 | 64.8 | 66.1 | 88.9 | 84.7 | 61.2 | 62.8 | 56.7 | 57.7 | 73.4 | |
| COBRA-V2Magnification=9x, Backbone=Virchow-2, Strategy=Standard (Eq. 6)2024.11 | 98.8 | 83.6 | 75.8 | 79.7 | 54.9 | 88.8 | 79 | 70.9 | 66.6 | 94.7 | 83.7 | 62.4 | 63.5 | 61 | 51.8 | 74.3 | |
| PRISMMagnification=9x, Reference=[34]2024.11 | 97.9 | 80 | 71.8 | 74.4 | 56.8 | 84.8 | 77.3 | 65.4 | 68.5 | 80.7 | 61.2 | 58 | 50.5 | 54.5 | 57.3 | 69.3 | |
| CONCHMagnification=9x, Reference=[24]2024.11 | 97.8 | 66.7 | 63.5 | 74.8 | 60.2 | 81.6 | 78.8 | 59 | 58.9 | 81.5 | 57.2 | 64.2 | 63.2 | 58.3 | 57.8 | 68.2 | |
| GigaPathMagnification=9x, Reference=[44]2024.11 | 97.5 | 74.9 | 75.9 | 73.1 | 57.6 | 84.9 | 77.3 | 57.1 | 65.1 | 84.7 | 72.8 | 60.3 | 61.4 | 56.1 | 54 | 70.2 | |
| Virchow2Magnification=9x, Reference=[47]2024.11 | 97.2 | 82.6 | 74.7 | 73.3 | 52.9 | 92.1 | 80 | 69.6 | 64.5 | 93 | 75.8 | 60.5 | 64.2 | 60 | 63.5 | 73.6 | |
| H-OptimusMagnification=9x, Reference=[32]2024.11 | 97.1 | 81.2 | 69.3 | 73.5 | 49.9 | 83.9 | 76.8 | 58.5 | 55.4 | 90.8 | 76.5 | 63 | 62.6 | 59.4 | 63.3 | 70.7 | |
| UNIMagnification=9x, Reference=[4]2024.11 | 96.4 | 68.6 | 75.7 | 73.4 | 56.6 | 85.4 | 79.3 | 62.1 | 57.5 | 89.3 | 74.6 | 61.8 | 59.3 | 59.8 | 60.2 | 70.7 | |
| COBRA†-CTPMagnification=9x, Backbone=CTransPath, Strategy=Weighted (Eq. 8)2024.11 | 96.4 | 75.5 | 69.4 | 74.4 | 52.1 | 81.6 | 76.2 | 65.7 | 62 | 81.3 | 72.1 | 59.9 | 52.6 | 49.4 | 55.4 | 68.3 | |
| COBRA-CTPMagnification=9x, Backbone=CTransPath, Strategy=Standard (Eq. 6)2024.11 | 96.4 | 75.9 | 71.4 | 74.8 | 51.2 | 83.2 | 78 | 63.5 | 63.6 | 81.9 | 74 | 58.4 | 56.2 | 51 | 52 | 68.8 | |
| MADELEINEMagnification=9x, Reference=[18]2024.11 | 95.6 | 69.8 | 72 | 73.7 | 44.6 | 79.8 | 76.4 | 64.7 | 60.9 | 73.9 | 60 | 63.1 | 49.7 | 53.1 | 59.6 | 66.5 | |
| CHIEFMagnification=9x, Reference=[42]2024.11 | 95.4 | 74.5 | 68.8 | 73.6 | 55.1 | 85.7 | 81 | 68.1 | 66.5 | 76.2 | 70.8 | 62.2 | 58.3 | 49.5 | 50.5 | 69.1 | |
| VirchowMagnification=9x, Reference=[39]2024.11 | 90.9 | 70.9 | 71 | 71.7 | 52.6 | 76.3 | 72.5 | 48.3 | 60.6 | 82.9 | 62.2 | 56.6 | 50.3 | 52.7 | 58.2 | 65.2 | |
| GigaPath-SEMagnification=9x, Reference=[44]2024.11 | 90.5 | 60.4 | 68 | 74.7 | 49.4 | 75.1 | 68.7 | 58.5 | 60.9 | 80 | 58.4 | 56.5 | 58.1 | 46.9 | 50.8 | 63.8 | |
| CTransPathMagnification=9x, Reference=[41]2024.11 | 90.1 | 64.8 | 63.4 | 70.9 | 56.5 | 77.6 | 72.8 | 53.4 | 59.4 | 71.6 | 63.1 | 60 | 59.1 | 52.3 | 53.8 | 64.6 |