Segmentation on HaN fine-tuned
78.9Dice ScoreSimSiam
Evaluation results
| Method | Links | |
|---|---|---|
| SimSiamLabeled Images (|XT|)=60, LRC=w/o, Backbone=ResNet-502023.04 | 78.9 | |
| Random initLabeled Images (|XT|)=60, LRC=w/, Backbone=ResNet-502023.04 | 78 | |
| ImageNetLabeled Images (|XT|)=60, LRC=w/, Backbone=ResNet-502023.04 | 77.9 | |
| Relative LocLabeled Images (|XT|)=60, LRC=w/o, Backbone=ResNet-502023.04 | 77.9 | |
| Relative LocLabeled Images (|XT|)=60, LRC=w/, Backbone=ResNet-502023.04 | 77.9 | |
| Random initLabeled Images (|XT|)=60, LRC=w/o, Backbone=ResNet-502023.04 | 77.8 | |
| MoCo v2Labeled Images (|XT|)=60, LRC=w/, Backbone=ResNet-502023.04 | 77.5 | |
| MAELabeled Images (|XT|)=60, LRC=w/, Backbone=ViT-base2023.04 | 77.5 | |
| Rotation PredLabeled Images (|XT|)=60, LRC=w/, Backbone=ResNet-502023.04 | 77.3 | |
| MAELabeled Images (|XT|)=60, LRC=w/o, Backbone=ViT-base2023.04 | 77.3 | |
| MoCo v1Labeled Images (|XT|)=60, LRC=w/, Backbone=ResNet-502023.04 | 77.2 | |
| SimSiamLabeled Images (|XT|)=60, LRC=w/, Backbone=ResNet-502023.04 | 77.2 | |
| ImageNetLabeled Images (|XT|)=60, LRC=w/o, Backbone=ResNet-502023.04 | 77 | |
| Rotation PredLabeled Images (|XT|)=60, LRC=w/o, Backbone=ResNet-502023.04 | 76.8 | |
| MoCo v2Labeled Images (|XT|)=60, LRC=w/o, Backbone=ResNet-502023.04 | 76.7 | |
| DenseCLLabeled Images (|XT|)=60, LRC=w/o, Backbone=ResNet-502023.04 | 76.7 | |
| DenseCLLabeled Images (|XT|)=60, LRC=w/, Backbone=ResNet-502023.04 | 76.7 | |
| BYOLLabeled Images (|XT|)=60, LRC=w/, Backbone=ResNet-502023.04 | 76.6 | |
| BYOLLabeled Images (|XT|)=60, LRC=w/o, Backbone=ResNet-502023.04 | 76.3 | |
| MoCo v1Labeled Images (|XT|)=60, LRC=w/o, Backbone=ResNet-502023.04 | 76 | |
| Models GenesisLabeled Images (|XT|)=60, LRC=w/o, Backbone=ResNet-502023.04 | 74.2 | |
| Models GenesisLabeled Images (|XT|)=60, LRC=w/, Backbone=ResNet-502023.04 | 73.2 | |
| ImageNetLabeled Images (|XT|)=10, LRC=w/, Backbone=ResNet-502023.04 | 72.6 | |
| MoCo v1Labeled Images (|XT|)=10, LRC=w/, Backbone=ResNet-502023.04 | 70.6 | |
| MoCo v2Labeled Images (|XT|)=10, LRC=w/, Backbone=ResNet-502023.04 | 68.2 | |
| ImageNetLabeled Images (|XT|)=10, LRC=w/o, Backbone=ResNet-502023.04 | 67.5 | |
| Models GenesisLabeled Images (|XT|)=10, LRC=w/, Backbone=ResNet-502023.04 | 67.2 | |
| Models GenesisLabeled Images (|XT|)=10, LRC=w/o, Backbone=ResNet-502023.04 | 64 | |
| SimSiamLabeled Images (|XT|)=10, LRC=w/, Backbone=ResNet-502023.04 | 63.2 | |
| DenseCLLabeled Images (|XT|)=10, LRC=w/, Backbone=ResNet-502023.04 | 62.2 | |
| BYOLLabeled Images (|XT|)=10, LRC=w/, Backbone=ResNet-502023.04 | 61.1 | |
| Relative LocLabeled Images (|XT|)=10, LRC=w/, Backbone=ResNet-502023.04 | 60.3 | |
| Rotation PredLabeled Images (|XT|)=10, LRC=w/, Backbone=ResNet-502023.04 | 59.6 | |
| DenseCLLabeled Images (|XT|)=10, LRC=w/o, Backbone=ResNet-502023.04 | 59.5 | |
| SimSiamLabeled Images (|XT|)=10, LRC=w/o, Backbone=ResNet-502023.04 | 57.2 | |
| MoCo v2Labeled Images (|XT|)=10, LRC=w/o, Backbone=ResNet-502023.04 | 55.8 | |
| Relative LocLabeled Images (|XT|)=10, LRC=w/o, Backbone=ResNet-502023.04 | 55.2 | |
| MAELabeled Images (|XT|)=10, LRC=w/, Backbone=ViT-base2023.04 | 55.2 | |
| Rotation PredLabeled Images (|XT|)=10, LRC=w/o, Backbone=ResNet-502023.04 | 54.7 | |
| BYOLLabeled Images (|XT|)=10, LRC=w/o, Backbone=ResNet-502023.04 | 53.1 | |
| MAELabeled Images (|XT|)=10, LRC=w/o, Backbone=ViT-base2023.04 | 52.8 | |
| Random initLabeled Images (|XT|)=10, LRC=w/, Backbone=ResNet-502023.04 | 52.6 | |
| MoCo v1Labeled Images (|XT|)=10, LRC=w/o, Backbone=ResNet-502023.04 | 52.3 | |
| Random initLabeled Images (|XT|)=10, LRC=w/o, Backbone=ResNet-502023.04 | 50.9 |