Classification on MHIST binary
65.2AccuracyGAUC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GAUCModel=Qwen, Shot=3-shot2026.05 | 65.2 | 64 | 4.433 | 7.3 | |
| MIMICModel=Qwen, Shot=3-shot2026.05 | 64.9 | 63.7 | 4.502 | 9.8 | |
| kNNModel=Qwen, Shot=3-shot2026.05 | 64.5 | 62.4 | 4.517 | 10.2 | |
| DRModel=Qwen, Shot=3-shot2026.05 | 63.6 | 62.5 | 4.59 | 8.6 | |
| RandomModel=Qwen, Shot=3-shot2026.05 | 62.7 | 60.8 | 4.792 | 12.6 | |
| D3RModel=Qwen, Shot=3-shot2026.05 | 61.9 | 60 | 4.559 | 13.3 | |
| MIMICModel=LLaVA, Shot=3-shot2026.05 | 61.8 | 58.4 | 4.805 | 16.2 | |
| kNNModel=LLaVA, Shot=3-shot2026.05 | 61.1 | 58.3 | 4.783 | 15.3 | |
| GAUCModel=LLaVA, Shot=3-shot2026.05 | 60.9 | 59.2 | 4.684 | 13 | |
| DRModel=LLaVA, Shot=3-shot2026.05 | 60.3 | 58.9 | 4.702 | 14.4 | |
| RandomModel=LLaVA, Shot=3-shot2026.05 | 59.8 | 56.3 | 4.86 | 18.5 | |
| D3RModel=LLaVA, Shot=3-shot2026.05 | 58.7 | 55.5 | 4.937 | 19.9 | |
| kNNModel=Qwen, Shot=1-shot2026.05 | 56 | 54.2 | 4.802 | 18.8 | |
| DRModel=Qwen, Shot=1-shot2026.05 | 55.8 | 54.3 | 4.877 | 19.8 | |
| RandomModel=Qwen, Shot=1-shot2026.05 | 55.4 | 53.7 | 4.865 | 19.3 | |
| GAUCModel=Qwen, Shot=1-shot2026.05 | 54.9 | 53.9 | 4.808 | 19 | |
| D3RModel=Qwen, Shot=1-shot2026.05 | 54.8 | 53.7 | 4.923 | 20.8 | |
| kNNModel=LLaVA, Shot=1-shot2026.05 | 54.6 | 51.9 | 4.907 | 26.2 | |
| GAUCModel=LLaVA, Shot=1-shot2026.05 | 54 | 52.8 | 4.883 | 28.8 | |
| RandomModel=LLaVA, Shot=1-shot2026.05 | 53.8 | 51.2 | 4.926 | 27.8 | |
| MIMICModel=LLaVA, Shot=1-shot2026.05 | 53.5 | 50.3 | 4.911 | 27.3 | |
| MIMICModel=Qwen, Shot=1-shot2026.05 | 53.1 | 51.4 | 4.875 | 20.1 | |
| TMModel=Qwen, Shot=3-shot2026.05 | 52.4 | 50.3 | 4.933 | 20.5 | |
| DRModel=LLaVA, Shot=1-shot2026.05 | 52.3 | 50.6 | 4.832 | 28.2 | |
| DMModel=Qwen, Shot=3-shot2026.05 | 51.1 | 49.9 | 5.005 | 21.8 | |
| D3RModel=LLaVA, Shot=1-shot2026.05 | 50.9 | 48.7 | 4.914 | 28.4 | |
| TMModel=LLaVA, Shot=3-shot2026.05 | 44.6 | 41 | 5.296 | 27.6 | |
| DMModel=LLaVA, Shot=3-shot2026.05 | 43.9 | 40.8 | 5.339 | 29.1 | |
| TMModel=Qwen, Shot=1-shot2026.05 | 35.2 | 33.6 | 5.016 | 22.9 | |
| DMModel=Qwen, Shot=1-shot2026.05 | 34.8 | 32.8 | 5.11 | 24.3 | |
| TMModel=LLaVA, Shot=1-shot2026.05 | 34.1 | 30.8 | 5.325 | 31.3 | |
| DMModel=LLaVA, Shot=1-shot2026.05 | 32.9 | 29.4 | 5.29 | 33.5 |