Semantic Segmentation on GlaS
90.62DiceFully Sup.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Fully Sup.Labeled %=100%2025.04 | 90.62 | 82.85 | |
| CONCHBenchmarking Framework=Decoder-free (XGBoost)2026.02 | 87 | — | |
| VirchowBenchmarking Framework=Decoder-free (XGBoost)2026.02 | 86 | — | |
| Phikon-v2Benchmarking Framework=Decoder-free (XGBoost)2026.02 | 85 | — | |
| SuperDiffusionLabeled %=20%2025.04 | 84.55 | 73.23 | |
| CCTLabeled %=20%2025.04 | 84.22 | 72.76 | |
| PhikonBenchmarking Framework=Decoder-free (XGBoost)2026.02 | 84 | — | |
| CPSLabeled %=20%2025.04 | 83.9 | 72.27 | |
| UAMTLabeled %=20%2025.04 | 83.03 | 71 | |
| PathDinoBenchmarking Framework=Decoder-free (XGBoost)2026.02 | 83 | — | |
| UNIBenchmarking Framework=Decoder-free (XGBoost)2026.02 | 83 | — | |
| URPCLabeled %=20%2025.04 | 82.34 | 70.12 | |
| Virchow2Benchmarking Framework=Decoder-free (XGBoost)2026.02 | 82 | — | |
| EMLabeled %=20%2025.04 | 81.2 | 68.38 | |
| Lunit DINOBenchmarking Framework=Decoder-free (XGBoost)2026.02 | 81 | — | |
| CCTLabeled %=10%2025.04 | 80.36 | 67.19 | |
| CPSLabeled %=10%2025.04 | 80.35 | 67.16 | |
| SuperDiffusionLabeled %=10%2025.04 | 80.06 | 66.69 | |
| UAMTLabeled %=10%2025.04 | 79.31 | 65.72 | |
| URPCLabeled %=10%2025.04 | 78.59 | 64.78 | |
| EMLabeled %=10%2025.04 | 78.08 | 64.06 | |
| SuperDiffusionLabeled %=5%2025.04 | 77.3 | 63.01 | |
| CellViTBenchmarking Framework=Decoder-free (XGBoost)2026.02 | 77 | — | |
| CCTLabeled %=5%2025.04 | 76.33 | 61.76 | |
| CPSLabeled %=5%2025.04 | 76.17 | 61.54 | |
| EMLabeled %=5%2025.04 | 75.34 | 60.45 | |
| UAMTLabeled %=5%2025.04 | 75.14 | 60.19 | |
| URPCLabeled %=5%2025.04 | 74.32 | 59.17 | |
| SuperDiffusionLabeled %=2%2025.04 | 72.22 | 56.58 | |
| HIPTBenchmarking Framework=Decoder-free (XGBoost)2026.02 | 71 | — | |
| CPSLabeled %=2%2025.04 | 70.6 | 54.59 | |
| EMLabeled %=2%2025.04 | 70.23 | 54.16 | |
| CCTLabeled %=2%2025.04 | 70.05 | 53.92 | |
| SuperDiffusionLabeled %=1%2025.04 | 70.03 | 53.92 | |
| UAMTLabeled %=2%2025.04 | 69.71 | 53.55 | |
| CPSLabeled %=1%2025.04 | 69.32 | 53.05 | |
| UAMTLabeled %=1%2025.04 | 69.12 | 52.83 | |
| CCTLabeled %=1%2025.04 | 68.97 | 52.65 | |
| EMLabeled %=1%2025.04 | 68.92 | 52.6 | |
| URPCLabeled %=2%2025.04 | 68.67 | 52.31 | |
| URPCLabeled %=1%2025.04 | 68.38 | 51.96 | |
| MDMLabeled Data Percentage=100%2023.08 | 0.9195 | 0.8513 | |
| MDMLabeled Data Percentage=10%2023.08 | 0.916 | 0.8451 | |
| DDPMLabeled Data Percentage=100%2023.08 | 0.9045 | 0.8256 | |
| DDPMLabeled Data Percentage=10%2023.08 | 0.903 | 0.8232 | |
| MAELabeled Data Percentage=100%2023.08 | 0.8971 | 0.8135 | |
| MAELabeled Data Percentage=10%2023.08 | 0.8856 | 0.7947 | |
| Swin UNETRLabeled Data Percentage=100%2023.08 | 0.8674 | 0.7661 | |
| UNet++Labeled Data Percentage=100%2023.08 | 0.8662 | 0.7641 | |
| AttUNetLabeled Data Percentage=100%2023.08 | 0.8612 | 0.7568 | |
| UNetLabeled Data Percentage=100%2023.08 | 0.8593 | 0.7544 | |
| UCTransNetLabeled Data Percentage=100%2023.08 | 0.851 | 0.7414 | |
| MedTLabeled Data Percentage=100%2023.08 | 0.8102 | 0.6814 | |
| UNet++Labeled Data Percentage=10%2023.08 | 0.7705 | 0.6272 | |
| Swin UNETRLabeled Data Percentage=10%2023.08 | 0.7395 | 0.5871 | |
| AttUNetLabeled Data Percentage=10%2023.08 | 0.6635 | 0.4983 | |
| MedTLabeled Data Percentage=10%2023.08 | 0.5946 | 0.4318 | |
| UCTransNetLabeled Data Percentage=10%2023.08 | 0.5587 | 0.3898 | |
| UNetLabeled Data Percentage=10%2023.08 | 0.5346 | 0.3724 |