Few-shot Classification on CPTAC k=10 (test)
92.9LUNG ST Balanced AccuracyPRISM
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PRISMk-shot=10, training=TCGA, evaluation=few-shot linear probing, multi_fm_weighting=true2024.11 | 92.9 | 67.5 | 60.4 | 62 | 64.5 | 62.8 | 54.4 | 65.7 | 55.7 | 50.4 | 63.6 | |
| COBRA-V2k-shot=10, training=TCGA, evaluation=few-shot linear probing, alignment_backbone=Virchow-22024.11 | 81.6 | 64 | 61.9 | 59.7 | 59.2 | 56.5 | 56.2 | 64.6 | 59.2 | 51.3 | 61.4 | |
| COBRA-H0k-shot=10, training=TCGA, evaluation=few-shot linear probing, alignment_backbone=H-Optimus-02024.11 | 80.9 | 69.8 | 61.5 | 58.8 | 55.7 | 51.4 | 51.4 | 60.9 | 52.1 | 50.7 | 59.3 | |
| MADELEINEk-shot=10, training=TCGA, evaluation=few-shot linear probing2024.11 | 80.6 | 59.2 | 57.4 | 57.1 | 60.2 | 55.2 | 54.3 | 56.6 | 50.6 | 51 | 58.2 | |
| COBRA-UNIk-shot=10, training=TCGA, evaluation=few-shot linear probing, alignment_backbone=UNI2024.11 | 79.7 | 65.6 | 61 | 58.9 | 58.6 | 55.3 | 51.6 | 62.1 | 57 | 51.1 | 60.1 | |
| CONCHk-shot=10, training=TCGA, evaluation=few-shot linear probing2024.11 | 75.9 | 56 | 51.1 | 56 | 61.3 | 58.9 | 52.3 | 57.1 | 54.3 | 49.9 | 57.6 | |
| COBRA-CTPk-shot=10, training=TCGA, evaluation=few-shot linear probing, alignment_backbone=CTransPath2024.11 | 74.3 | 59.9 | 58.4 | 56.1 | 58.2 | 55.4 | 52.2 | 58.4 | 52 | 49.5 | 57.4 | |
| CHIEFk-shot=10, training=TCGA, evaluation=few-shot linear probing2024.11 | 68.9 | 59 | 56.1 | 54.2 | 62.3 | 59.7 | 52.3 | 58.1 | 50.4 | 50.2 | 57.1 | |
| GigaPathk-shot=10, training=TCGA, evaluation=few-shot linear probing2024.11 | 67.1 | 52.6 | 58.3 | 53.7 | 58.6 | 52.7 | 54.9 | 60.2 | 54.9 | 52.3 | 56.5 | |
| Virchow2k-shot=10, training=TCGA, evaluation=few-shot linear probing2024.11 | 67.1 | 55.4 | 57.5 | 55.4 | 62.8 | 57.2 | 53.3 | 60 | 53.7 | 51.4 | 57.4 | |
| UNIk-shot=10, training=TCGA, evaluation=few-shot linear probing2024.11 | 64.9 | 53.6 | 57 | 55.6 | 58.2 | 58.6 | 51.9 | 57.7 | 51.3 | 53.3 | 56.2 | |
| H-Optimusk-shot=10, training=TCGA, evaluation=few-shot linear probing2024.11 | 64.7 | 58.2 | 55.2 | 52.2 | 57.4 | 52.8 | 51.1 | 57 | 50.3 | 51.2 | 55 | |
| GigaPath-SEk-shot=10, training=TCGA, evaluation=few-shot linear probing, backbone=Slide Encoder2024.11 | 64.6 | 54.6 | 57.8 | 55.2 | 56.8 | 53.1 | 50.2 | 52.5 | 51.9 | 51.4 | 54.8 | |
| Virchowk-shot=10, training=TCGA, evaluation=few-shot linear probing2024.11 | 59.9 | 51.7 | 51.1 | 51.4 | 53.3 | 54.6 | 48.2 | 56 | 52.3 | 49.9 | 52.8 | |
| CTransPathk-shot=10, training=TCGA, evaluation=few-shot linear probing2024.11 | 58.5 | 53.1 | 53 | 49.9 | 56.7 | 56.4 | 49.6 | 56.8 | 50.3 | 50.1 | 53.4 |