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ResearchFormerly WizWand

Segmentation on SIIM-ACR

80.28Dice ScoreM&M
18.97234.888550.80566.7215Apr 21, 2022Sep 5, 2022Jan 20, 2023Jun 7, 2023Oct 22, 2023Mar 7, 2024Jul 23, 2024
Updated 8mo ago

Evaluation results

MethodLinks
M&MLabeled data percentage=100%2024.0780.28
MedKLIPLabeled data percentage=100%2024.0779.37
PRIORLabeled data percentage=100%2024.0778.85
BioVilLabeled data percentage=100%2024.0778.49
GLORIALabeled data percentage=100%2024.0776.94
ScratchLabeled data percentage=100%2024.0774.47
ConVIRTLabeled data percentage=100%2024.0773.52
M&MLabeled data percentage=10%2024.0773.47
MedKLIPLabeled data percentage=10%2024.0772.1
PRIORLabeled data percentage=10%2024.0771.24
BioVilLabeled data percentage=10%2024.0769.98
DiRABarlow TwinsPretraining Dataset=ChestX-ray14, Backbone=ResNet-50, Evaluation Protocol=Fine-tuning2022.0469.87
M&MLabeled data percentage=1%2024.0769.55
DiRAMoCo-v2Pretraining Dataset=ChestX-ray14, Backbone=ResNet-50, Evaluation Protocol=Fine-tuning2022.0469.24
SupervisedPretraining Dataset=ChestX-ray14, Backbone=ResNet-50, Evaluation Protocol=Fine-tuning2022.0468.92
DiRAsimSiamPretraining Dataset=ChestX-ray14, Backbone=ResNet-50, Evaluation Protocol=Fine-tuning2022.0468.76
SupervisedPretraining Dataset=ImageNet, Backbone=ResNet-50, Evaluation Protocol=Fine-tuning2022.0467.93
RandomPretraining Dataset=None, Backbone=ResNet-50, Evaluation Protocol=Fine-tuning2022.0467.54
MedKLIPLabeled data percentage=1%2024.0766.59
PRIORLabeled data percentage=1%2024.0766.14
BioVilLabeled data percentage=1%2024.0762.67
ConVIRTLabeled data percentage=10%2024.0761.21
GLORIALabeled data percentage=10%2024.0757.78
GLORIALabeled data percentage=1%2024.0756.73
ConVIRTLabeled data percentage=1%2024.0754.06
ScratchLabeled data percentage=10%2024.0733.23
ScratchLabeled data percentage=1%2024.0721.33