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ResearchFormerly WizWand

Medical Object Detection on RSNA Pneumonia (stage 2)

25.8mAPMLIP
0.0086.70413.420.096Feb 3, 2024
Updated 8mo ago

Evaluation results

MethodLinks
MLIPtraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.0225.8
MGCA (ResNet-50)training_data=100%, backbone=ResNet-50, detector=YOLOv32024.0224.9
GLoRIA-MIMICtraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.0223.1
MLIPtraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.0219.1
GLoRIA-CheXperttraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.0218.8
ConVIRTtraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.0217.9
MLIPtraining_data=1%, backbone=ResNet-50, detector=YOLOv32024.0217.2
MGCA (ResNet-50)training_data=10%, backbone=ResNet-50, detector=YOLOv32024.0216.8
ImageNet Inittraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.0215.7
ConVIRTtraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.0215.6
GLoRIA-MIMICtraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.0215.6
GLoRIA-CheXperttraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.0214.8
MGCA (ResNet-50)training_data=1%, backbone=ResNet-50, detector=YOLOv32024.0212.9
MLIPtraining_data=Zero-shot, backbone=ResNet-50, detector=YOLOv32024.0212.3
GLoRIA-MIMICtraining_data=1%, backbone=ResNet-50, detector=YOLOv32024.0210.3
GLoRIA-CheXperttraining_data=1%, backbone=ResNet-50, detector=YOLOv32024.029.8
Random Inittraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.028.9
ConVIRTtraining_data=1%, backbone=ResNet-50, detector=YOLOv32024.028.2
ImageNet Inittraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.028
MGCA (ResNet-50)training_data=Zero-shot, backbone=ResNet-50, detector=YOLOv32024.027.8
GLoRIA-MIMICtraining_data=Zero-shot, backbone=ResNet-50, detector=YOLOv32024.026.2
GLoRIA-CheXperttraining_data=Zero-shot, backbone=ResNet-50, detector=YOLOv32024.024.4
Random Inittraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.024
ConVIRTtraining_data=Zero-shot, backbone=ResNet-50, detector=YOLOv32024.023.7
ImageNet Inittraining_data=1%, backbone=ResNet-50, detector=YOLOv32024.023.6
Random Inittraining_data=1%, backbone=ResNet-50, detector=YOLOv32024.021