Slide-level Classification on PANDA
67.2Balanced AccuracyUNI2-h
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UNI2-hSize=682M, Input Embeddings=[CLS] tokens2025.01 | 67.2 | — | — | |
| H0-miniSize=86M, Input Embeddings=[CLS] tokens2025.01 | 66.7 | — | — | |
| GigapathSize=1,100M, Input Embeddings=[CLS] tokens2025.01 | 66.4 | — | — | |
| UNISize=307M, Input Embeddings=[CLS] tokens2025.01 | 65.6 | — | — | |
| GPFMSize=307M, Input Embeddings=[CLS] tokens2025.01 | 64.7 | — | — | |
| H0Size=1,100M, Input Embeddings=[CLS] tokens2025.01 | 64.5 | — | — | |
| Virchow2Size=632M, Input Embeddings=[CLS] tokens2025.01 | 64.2 | — | — | |
| PhikonSize=86M, Input Embeddings=[CLS] tokens2025.01 | 64 | — | — | |
| Kaiko B8Size=86M, Input Embeddings=[CLS] tokens2025.01 | 63.8 | — | — | |
| PhikonV2Size=307M, Input Embeddings=[CLS] tokens2025.01 | 63.5 | — | — | |
| Hibou L16Size=307M, Input Embeddings=[CLS] tokens2025.01 | 63.3 | — | — | |
| ABMILParams (M)=0.660, FLOPs (G)=1.312025.12 | — | 0.91 | 0.044 | |
| BayesMILParams (M)=1.32, FLOPs (G)=2.632025.12 | — | 0.926 | 0.031 | |
| CAPRMIL +MeanParams (M)=0.314, FLOPs (G)=0.6282025.12 | — | 0.944 | 0.021 | |
| CLAMParams (M)=0.920, FLOPs (G)=1.842025.12 | — | 0.927 | 0.031 | |
| DGRMILParams (M)=4.34, FLOPs (G)=79.882025.12 | — | 0.933 | 0.036 | |
| MeanParams (M)=0.130, FLOPs (G)=0.2602025.12 | — | 0.924 | 0.035 | |
| SGPMILParams (M)=1.21, FLOPs (G)=2.442025.12 | — | 0.955 | 0.028 | |
| TransMILParams (M)=2.67, FLOPs (G)=85.022025.12 | — | 0.911 | 0.043 |