Semantic Segmentation on DigestPath (test)
77.47DSCFull Supervision
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Full SupervisionLabeled Ratio=100%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 77.47 | 64.97 | — | — | |
| CDMA (CSA branch)Labeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 72.24 | 60.17 | — | — | |
| MR-PLIPzero-shot=true2025.04 | 70.6 | — | 74.1 | 78.5 | |
| CPSLabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 70.46 | 58.67 | — | — | |
| CNN&TransformerLabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 70.43 | 57.89 | — | — | |
| R-DropLabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 70.37 | 57.39 | — | — | |
| HCELabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 70.29 | 58.04 | — | — | |
| MTLabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 70.19 | 56.38 | — | — | |
| MC-Net+Labeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 70.09 | 57.64 | — | — | |
| EMLabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 70.01 | 56.96 | — | — | |
| CDMA (CSA branch)Labeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 69.72 | 57.09 | — | — | |
| UAMTLabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 69.64 | 57.22 | — | — | |
| CPLIPzero-shot=true2025.04 | 68.7 | — | 72.2 | 76.1 | |
| SL lower boundLabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 68.32 | 53.62 | — | — | |
| MC-Net+Labeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 67.81 | 55.4 | — | — | |
| UAMTLabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 67.76 | 55.16 | — | — | |
| CPSLabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 67.71 | 54.73 | — | — | |
| CNN&TransformerLabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 67.66 | 55.74 | — | — | |
| MTLabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 67.46 | 54.68 | — | — | |
| HCELabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 67.34 | 54.58 | — | — | |
| R-DropLabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 67.22 | 54.7 | — | — | |
| EMLabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 67.09 | 54.55 | — | — | |
| SL lower boundLabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.05 | 64.74 | 52.35 | — | — | |
| CONCHzero-shot=true2025.04 | 61.5 | — | 66.3 | 70.9 | |
| MI-Zerozero-shot=true2025.04 | 59.9 | — | 64.8 | 69.1 | |
| QuiltNetzero-shot=true2025.04 | 58.1 | — | 62.1 | 68.1 | |
| BioCLIPzero-shot=true2025.04 | 44.6 | — | 58.1 | 60.1 | |
| PLIPzero-shot=true2025.04 | 42.6 | — | 52.6 | 54.1 | |
| CLIPzero-shot=true2025.04 | 36.7 | — | 49.2 | 51.1 |