Lesion Grading on AIDPATH-G
0.999ROC-AUCUNI
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UNISupervision protocol=full supervision2026.03 | 0.999 | — | — | — | — | — | — | — | — | — | — | |
| GloPathSupervision protocol=full supervision2026.03 | 0.999 | — | — | — | — | — | — | — | — | — | — | |
| RenalPathSupervision protocol=full supervision2026.03 | 0.995 | — | — | — | — | — | — | — | — | — | — | |
| CONCHSupervision protocol=full supervision2026.03 | 0.992 | — | — | — | — | — | — | — | — | — | — | |
| GloPathk=100, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.992 | — | — | — | — | — | — | — | — | — | — | |
| PLIPSupervision protocol=full supervision2026.03 | 0.99 | — | — | — | — | — | — | — | — | — | — | |
| UNIk=100, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.987 | — | — | — | — | — | — | — | — | — | — | |
| GloPathk=25, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.974 | — | — | — | — | — | — | — | — | — | — | |
| RenalPathk=100, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.968 | — | — | — | — | — | — | — | — | — | — | |
| PLIPk=100, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.966 | — | — | — | — | — | — | — | — | — | — | |
| CONCHk=100, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.96 | — | — | — | — | — | — | — | — | — | — | |
| UNIk=25, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.959 | — | — | — | — | — | — | — | — | — | — | |
| GloPathk=10, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.924 | — | — | — | — | — | — | — | — | — | — | |
| PLIPk=25, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.923 | — | — | — | — | — | — | — | — | — | — | |
| UNIk=10, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.912 | — | — | — | — | — | — | — | — | — | — | |
| GloPathk=5, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.904 | — | — | — | — | — | — | — | — | — | — | |
| RenalPathk=25, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.899 | — | — | — | — | — | — | — | — | — | — | |
| ImageNetPreSupervision protocol=full supervision2026.03 | 0.893 | — | — | — | — | — | — | — | — | — | — | |
| PLIPk=10, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.886 | — | — | — | — | — | — | — | — | — | — | |
| RandomInitSupervision protocol=full supervision2026.03 | 0.878 | — | — | — | — | — | — | — | — | — | — | |
| UNIk=5, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.877 | — | — | — | — | — | — | — | — | — | — | |
| CONCHk=25, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.876 | — | — | — | — | — | — | — | — | — | — | |
| RenalPathk=10, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.841 | — | — | — | — | — | — | — | — | — | — | |
| PLIPk=5, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.836 | — | — | — | — | — | — | — | — | — | — | |
| CONCHk=10, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.828 | — | — | — | — | — | — | — | — | — | — | |
| RenalPathk=5, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.803 | — | — | — | — | — | — | — | — | — | — | |
| GloPathk=1, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.795 | — | — | — | — | — | — | — | — | — | — | |
| ImageNetPrek=100, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.783 | — | — | — | — | — | — | — | — | — | — | |
| RandomInitk=100, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.777 | — | — | — | — | — | — | — | — | — | — | |
| CONCHk=5, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.771 | — | — | — | — | — | — | — | — | — | — | |
| ImageNetPrek=25, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.727 | — | — | — | — | — | — | — | — | — | — | |
| RandomInitk=25, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.724 | — | — | — | — | — | — | — | — | — | — | |
| UNIk=1, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.719 | — | — | — | — | — | — | — | — | — | — | |
| RandomInitk=10, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.691 | — | — | — | — | — | — | — | — | — | — | |
| ImageNetPrek=10, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.69 | — | — | — | — | — | — | — | — | — | — | |
| PLIPk=1, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.674 | — | — | — | — | — | — | — | — | — | — | |
| RandomInitk=5, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.667 | — | — | — | — | — | — | — | — | — | — | |
| ImageNetPrek=5, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.665 | — | — | — | — | — | — | — | — | — | — | |
| RenalPathk=1, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.619 | — | — | — | — | — | — | — | — | — | — | |
| CONCHk=1, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.606 | — | — | — | — | — | — | — | — | — | — | |
| RandomInitk=1, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.578 | — | — | — | — | — | — | — | — | — | — | |
| ImageNetPrek=1, Evaluation Protocol=SVM-based few-shot learning2026.03 | 0.573 | — | — | — | — | — | — | — | — | — | — | |
| CONCH2026.03 | — | 0.7 | 0.866 | 0.849 | 0.927 | 0.954 | 0.931 | 0.91 | 0.849 | 0.932 | 0.969 | |
| GloPath2026.03 | — | 0.726 | 0.897 | 0.863 | 0.96 | 0.959 | 0.956 | 0.902 | 0.918 | 0.95 | 0.962 | |
| ImageNetPre2026.03 | — | 0.584 | 0.548 | 0.736 | 0.857 | 0.856 | 0.809 | 0.854 | 0.864 | 0.851 | 0.9 | |
| PLIP2026.03 | — | 0.673 | 0.864 | 0.804 | 0.911 | 0.822 | 0.926 | 0.894 | 0.87 | 0.909 | 0.902 | |
| RandomInit2026.03 | — | 0.584 | 0.704 | 0.716 | 0.824 | 0.827 | 0.796 | 0.854 | 0.815 | 0.766 | 0.849 | |
| RenalPath2026.03 | — | 0.729 | 0.886 | 0.846 | 0.933 | 0.943 | 0.916 | 0.896 | 0.906 | 0.933 | 0.924 | |
| UNI2026.03 | — | 0.736 | 0.884 | 0.833 | 0.943 | 0.945 | 0.913 | 0.92 | 0.915 | 0.954 | 0.961 |