Image Classification and Calibration on CRC-100K 8-class
61AccuracyGAUC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GAUCModel=Qwen, Shots=3-shot2026.05 | 61 | 58.8 | 4.592 | 14.5 | |
| MIMICModel=Qwen, Shots=3-shot2026.05 | 60.3 | 58.3 | 4.779 | 18.8 | |
| kNNModel=Qwen, Shots=3-shot2026.05 | 59.3 | 55.7 | 4.877 | 15.6 | |
| DRModel=Qwen, Shots=3-shot2026.05 | 59.1 | 56.2 | 4.765 | 15.3 | |
| MIMICModel=LLaVA, Shots=3-shot2026.05 | 50.7 | 47.1 | 4.805 | 24.8 | |
| kNNModel=LLaVA, Shots=3-shot2026.05 | 50.3 | 46.9 | 5.034 | 28.7 | |
| GAUCModel=LLaVA, Shots=3-shot2026.05 | 49.8 | 48.5 | 4.723 | 20.4 | |
| DRModel=LLaVA, Shots=3-shot2026.05 | 49.5 | 46.3 | 4.883 | 25.6 | |
| kNNModel=Qwen, Shots=1-shot2026.05 | 40.2 | 36.6 | 4.951 | 38.7 | |
| RandomModel=Qwen, Shots=3-shot2026.05 | 40.1 | 37.4 | 4.923 | 34 | |
| GAUCModel=Qwen, Shots=1-shot2026.05 | 39.8 | 37 | 4.788 | 30.8 | |
| D3RModel=Qwen, Shots=3-shot2026.05 | 39.5 | 18.6 | 4.996 | 33.5 | |
| DRModel=Qwen, Shots=1-shot2026.05 | 39 | 36.7 | 4.832 | 31 | |
| RandomModel=LLaVA, Shots=3-shot2026.05 | 36 | 34.3 | 5.186 | 33.9 | |
| DRModel=LLaVA, Shots=1-shot2026.05 | 35 | 32 | 4.968 | 37.2 | |
| D3RModel=LLaVA, Shots=3-shot2026.05 | 34.3 | 33 | 5.4 | 36.5 | |
| kNNModel=LLaVA, Shots=1-shot2026.05 | 33.8 | 31.2 | 5.17 | 40.5 | |
| GAUCModel=LLaVA, Shots=1-shot2026.05 | 33.5 | 32.3 | 4.81 | 34.6 | |
| RandomModel=Qwen, Shots=1-shot2026.05 | 33.4 | 20.7 | 5.047 | 51.3 | |
| MIMICModel=Qwen, Shots=1-shot2026.05 | 32.5 | 34.1 | 4.993 | 42.2 | |
| TMModel=LLaVA, Shots=3-shot2026.05 | 32.3 | 29.5 | 5.978 | 42.3 | |
| MIMICModel=LLaVA, Shots=1-shot2026.05 | 30.7 | 28.1 | 4.882 | 38.3 | |
| DMModel=LLaVA, Shots=3-shot2026.05 | 30.1 | 27.9 | 5.991 | 43.8 | |
| RandomModel=LLaVA, Shots=1-shot2026.05 | 28.1 | 14.6 | 5.382 | 44.2 | |
| D3RModel=Qwen, Shots=1-shot2026.05 | 21.7 | 19.1 | 5.088 | 48.3 | |
| TMModel=Qwen, Shots=3-shot2026.05 | 21.7 | 18.5 | 5.887 | 30.8 | |
| DMModel=Qwen, Shots=3-shot2026.05 | 20.4 | 17.8 | 5.971 | 37.9 | |
| D3RModel=LLaVA, Shots=1-shot2026.05 | 18.3 | 16.5 | 5.522 | 47.3 | |
| TMModel=Qwen, Shots=1-shot2026.05 | 17.5 | 15.8 | 6.103 | 50.6 | |
| TMModel=LLaVA, Shots=1-shot2026.05 | 16.4 | 12.8 | 6.085 | 52.5 | |
| DMModel=LLaVA, Shots=1-shot2026.05 | 15.6 | 12 | 5.983 | 53 | |
| DMModel=Qwen, Shots=1-shot2026.05 | 12.3 | 11.9 | 5.986 | 55.5 |