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ResearchFormerly WizWand

Medical Image Segmentation on RSNA Pneumonia

76.68Dice ScoreM&M
0.988820.639440.2959.9406Feb 3, 2024Mar 2, 2024Mar 31, 2024Apr 28, 2024May 27, 2024Jun 24, 2024Jul 23, 2024
Updated 8mo ago

Evaluation results

MethodLinks
M&MLabeled data percentage=100%2024.0776.68
MedKLIPLabeled data percentage=100%2024.0775.79
PRIORLabeled data percentage=100%2024.0774.43
MLIPbackbone=ResNet-50, Training Data Percentage=100%2024.0273.5
GLORIALabeled data percentage=100%2024.0773.28
M&MLabeled data percentage=10%2024.0773.11
BioVilLabeled data percentage=100%2024.0772.49
M&MLabeled data percentage=1%2024.0772.28
ConVIRTLabeled data percentage=100%2024.0772.01
MedKLIPLabeled data percentage=10%2024.0771.62
PRIORLabeled data percentage=10%2024.0770.88
ScratchLabeled data percentage=100%2024.0770.68
MedKLIPLabeled data percentage=1%2024.0770.64
BioVilLabeled data percentage=10%2024.0770.38
PRIORLabeled data percentage=1%2024.0770.11
MGCAbackbone=ResNet-50, Training Data Percentage=100%2024.0269.8
GLORIALabeled data percentage=10%2024.0769.07
MLIPbackbone=ResNet-50, Training Data Percentage=10%2024.0268.8
MGCAbackbone=ResNet-50, Training Data Percentage=10%2024.0268.3
BioVilLabeled data percentage=1%2024.0768.24
GLoRIA-MIMICTraining Data Percentage=10%2024.0268.2
GLoRIA-CheXpertTraining Data Percentage=100%2024.0267.8
MLIPbackbone=ResNet-50, Training Data Percentage=1%2024.0267.7
GLoRIA-MIMICTraining Data Percentage=100%2024.0267.6
ConVIRTTraining Data Percentage=100%2024.0267.5
GLoRIA-CheXpertTraining Data Percentage=10%2024.0267.5
ConVIRTTraining Data Percentage=10%2024.0267.4
GLORIALabeled data percentage=1%2024.0765.55
ConVIRTLabeled data percentage=10%2024.0764.91
ImageNet InitTraining Data Percentage=100%2024.0264
MGCAbackbone=ResNet-50, Training Data Percentage=1%2024.0263
GLoRIA-MIMICTraining Data Percentage=1%2024.0260.8
ScratchLabeled data percentage=10%2024.0760.47
GLoRIA-CheXpertTraining Data Percentage=1%2024.0259.3
ConVIRTLabeled data percentage=1%2024.0757.06
ConVIRTTraining Data Percentage=1%2024.0255
MLIPbackbone=ResNet-50, Training Data Percentage=Zero-shot2024.0244.3
ScratchLabeled data percentage=1%2024.0743.47
ImageNet InitTraining Data Percentage=10%2024.0239.9
MGCAbackbone=ResNet-50, Training Data Percentage=Zero-shot2024.0234.9
ImageNet InitTraining Data Percentage=1%2024.0234.8
GLoRIA-MIMICTraining Data Percentage=Zero-shot2024.0234.6
GLoRIA-CheXpertTraining Data Percentage=Zero-shot2024.0232
ConVIRTTraining Data Percentage=Zero-shot2024.0223.3
Random InitTraining Data Percentage=100%2024.0218.5
ImageNet InitTraining Data Percentage=Zero-shot2024.0217.6
Random InitTraining Data Percentage=10%2024.0210.6
Random InitTraining Data Percentage=1%2024.026.9
Random InitTraining Data Percentage=Zero-shot2024.023.9