Segmentation on SIIM-ACR
80.28Dice ScoreM&M
Evaluation Results
| Method | Links | |
|---|---|---|
| M&MLabeled data percentage=100%2024.07 | 80.28 | |
| MedKLIPLabeled data percentage=100%2024.07 | 79.37 | |
| PRIORLabeled data percentage=100%2024.07 | 78.85 | |
| BioVilLabeled data percentage=100%2024.07 | 78.49 | |
| GLORIALabeled data percentage=100%2024.07 | 76.94 | |
| ScratchLabeled data percentage=100%2024.07 | 74.47 | |
| ConVIRTLabeled data percentage=100%2024.07 | 73.52 | |
| M&MLabeled data percentage=10%2024.07 | 73.47 | |
| MedKLIPLabeled data percentage=10%2024.07 | 72.1 | |
| PRIORLabeled data percentage=10%2024.07 | 71.24 | |
| BioVilLabeled data percentage=10%2024.07 | 69.98 | |
| DiRABarlow TwinsPretraining Dataset=ChestX-ray14, Backbone=ResNet-50, Evaluation Protocol=Fine-tuning2022.04 | 69.87 | |
| M&MLabeled data percentage=1%2024.07 | 69.55 | |
| DiRAMoCo-v2Pretraining Dataset=ChestX-ray14, Backbone=ResNet-50, Evaluation Protocol=Fine-tuning2022.04 | 69.24 | |
| SupervisedPretraining Dataset=ChestX-ray14, Backbone=ResNet-50, Evaluation Protocol=Fine-tuning2022.04 | 68.92 | |
| DiRAsimSiamPretraining Dataset=ChestX-ray14, Backbone=ResNet-50, Evaluation Protocol=Fine-tuning2022.04 | 68.76 | |
| SupervisedPretraining Dataset=ImageNet, Backbone=ResNet-50, Evaluation Protocol=Fine-tuning2022.04 | 67.93 | |
| RandomPretraining Dataset=None, Backbone=ResNet-50, Evaluation Protocol=Fine-tuning2022.04 | 67.54 | |
| MedKLIPLabeled data percentage=1%2024.07 | 66.59 | |
| PRIORLabeled data percentage=1%2024.07 | 66.14 | |
| BioVilLabeled data percentage=1%2024.07 | 62.67 | |
| ConVIRTLabeled data percentage=10%2024.07 | 61.21 | |
| GLORIALabeled data percentage=10%2024.07 | 57.78 | |
| GLORIALabeled data percentage=1%2024.07 | 56.73 | |
| ConVIRTLabeled data percentage=1%2024.07 | 54.06 | |
| ScratchLabeled data percentage=10%2024.07 | 33.23 | |
| ScratchLabeled data percentage=1%2024.07 | 21.33 |