Classification on Kather-CRC 2016
87.15Weighted F1UniPath
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UniPathShots (K)=32, Data Setup=Real Data with Generated Data2025.12 | 87.15 | 0.27 | |
| Show-o2Shots (K)=32, Data Setup=Real Data with Generated Data2025.12 | 86.97 | 0.09 | |
| PixcellShots (K)=32, Data Setup=Real Data with Generated Data2025.12 | 86.93 | 0.05 | |
| Original DataShots (K)=32, Data Setup=Only Real Data2025.12 | 86.88 | — | |
| UniMedVLShots (K)=32, Data Setup=Real Data with Generated Data2025.12 | 86.75 | 0.13 | |
| UniPathShots (K)=16, Data Setup=Real Data with Generated Data2025.12 | 85.39 | 1.54 | |
| SD1.5Shots (K)=32, Data Setup=Real Data with Generated Data2025.12 | 85.35 | 1.53 | |
| Show-o2Shots (K)=16, Data Setup=Real Data with Generated Data2025.12 | 84.51 | 0.66 | |
| PixcellShots (K)=16, Data Setup=Real Data with Generated Data2025.12 | 84.19 | 0.34 | |
| Original DataShots (K)=16, Data Setup=Only Real Data2025.12 | 83.85 | — | |
| UniMedVLShots (K)=16, Data Setup=Real Data with Generated Data2025.12 | 83.11 | 0.74 | |
| UniPathShots (K)=8, Data Setup=Real Data with Generated Data2025.12 | 82.22 | 0.79 | |
| SD1.5Shots (K)=16, Data Setup=Real Data with Generated Data2025.12 | 81.94 | 1.91 | |
| Show-o2Shots (K)=8, Data Setup=Real Data with Generated Data2025.12 | 81.76 | 0.33 | |
| Original DataShots (K)=8, Data Setup=Only Real Data2025.12 | 81.43 | — | |
| UniPathShots (K)=32, Data Setup=Only Real Data2025.12 | 81.05 | — | |
| PixcellShots (K)=8, Data Setup=Real Data with Generated Data2025.12 | 81 | 0.43 | |
| UniMedVLShots (K)=8, Data Setup=Real Data with Generated Data2025.12 | 80.69 | 0.74 | |
| UniPathShots (K)=4, Data Setup=Real Data with Generated Data2025.12 | 79.14 | 2.72 | |
| UniPathShots (K)=16, Data Setup=Only Real Data2025.12 | 78.3 | — | |
| Show-o2Shots (K)=4, Data Setup=Real Data with Generated Data2025.12 | 77.7 | 1.28 | |
| PixcellShots (K)=4, Data Setup=Real Data with Generated Data2025.12 | 77.13 | 0.71 | |
| SD1.5Shots (K)=8, Data Setup=Real Data with Generated Data2025.12 | 77.03 | 4.4 | |
| UniPathShots (K)=8, Data Setup=Only Real Data2025.12 | 76.89 | — | |
| Original DataShots (K)=4, Data Setup=Only Real Data2025.12 | 76.42 | — | |
| UniMedVLShots (K)=4, Data Setup=Real Data with Generated Data2025.12 | 74.94 | 1.48 | |
| SD1.5Shots (K)=4, Data Setup=Real Data with Generated Data2025.12 | 71.14 | 5.28 | |
| UniPathShots (K)=2, Data Setup=Real Data with Generated Data2025.12 | 69.65 | 2.31 | |
| UniPathShots (K)=4, Data Setup=Only Real Data2025.12 | 69.33 | — | |
| Show-o2Shots (K)=2, Data Setup=Real Data with Generated Data2025.12 | 68.68 | 1.34 | |
| Original DataShots (K)=2, Data Setup=Only Real Data2025.12 | 67.34 | — | |
| PixcellShots (K)=2, Data Setup=Real Data with Generated Data2025.12 | 67.06 | 0.28 | |
| UniMedVLShots (K)=2, Data Setup=Real Data with Generated Data2025.12 | 63.86 | 3.48 | |
| SD1.5Shots (K)=2, Data Setup=Real Data with Generated Data2025.12 | 60.81 | 6.53 | |
| UniPathShots (K)=2, Data Setup=Only Real Data2025.12 | 50.31 | — |