MHIST
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Classification | MHIST (test) | Accuracy94.27 | 81 | |
| Classification | MHIST binary | Accuracy65.2 | 32 | |
| Pathological Image Classification | MHIST | AUC86.08 | 24 | |
| Image Classification | MHIST | Task Utility78.03 | 20 | |
| Image Classification | MHIST | Accuracy88.22 | 17 | |
| Tile-level classification | MHIST | F1 (weighted)64.3 | 16 | |
| Patch-level classification | Mhist | Balanced Acc85.8 | 11 | |
| Classification | MHIST | Accuracy81.78 | 9 | |
| Pathological Image Classification | MHIST (test) | F1 Score83 | 7 | |
| Tile-level classification | MHIST (test) | Accuracy83.4 | 6 | |
| Image Classification | MHIST Histopathology | Accuracy82.09 | 5 | |
| Histopathology Image Classification | MHIST-C | Accuracy62.01 | 5 | |
| Image Classification | MHIST Corrupted (test) | Accuracy58.78 | 5 | |
| Image Classification | MHIST Clean (test) | Accuracy63 | 5 | |
| Pathology Image Classification | MHIST corrupted (test) | Accuracy56.22 | 5 | |
| Pathology Image Classification | MHIST clean (test) | Accuracy60.49 | 5 |
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