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ResearchFormerly WizWand

Object Detection on Object CXR (test)

20.2mAPMLIP
-0.29845.023310.34515.6667Oct 12, 2022Dec 30, 2022Mar 20, 2023Jun 8, 2023Aug 27, 2023Nov 15, 2023Feb 3, 2024
Updated 8mo ago

Evaluation results

MethodLinks
MLIPtraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.0220.2
MGCATraining data percentage=100%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.1019.2
MGCA (ResNet-50)training_data=100%, backbone=ResNet-50, detector=YOLOv32024.0219.2
MLIPtraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.0217.4
GLoRIA-MIMICTraining data percentage=100%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.1016.6
GLoRIA-MIMICtraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.0216.6
ConVIRTTraining data percentage=100%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.1015.9
ImageNet Inittraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.0215.9
ConVIRTtraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.0215.9
GLoRIATraining data percentage=100%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.1015.6
GLoRIA-CheXperttraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.0215.6
MGCATraining data percentage=10%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.1012.1
MGCA (ResNet-50)training_data=10%, backbone=ResNet-50, detector=YOLOv32024.0212.1
GLoRIATraining data percentage=10%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.1010.6
GLoRIA-CheXperttraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.0210.6
GLoRIA-MIMICTraining data percentage=10%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.108.9
GLoRIA-MIMICtraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.028.9
ConVIRTTraining data percentage=10%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.108.6
ImageNet Inittraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.028.6
ConVIRTtraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.028.6
ImageNetTraining data percentage=100%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.108.3
MLIPtraining_data=1%, backbone=ResNet-50, detector=YOLOv32024.024.6
RandomTraining data percentage=100%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.104.4
Random Inittraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.024.4
ImageNetTraining data percentage=10%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.102.9
MLIPtraining_data=Zero-shot, backbone=ResNet-50, detector=YOLOv32024.022.7
RandomTraining data percentage=10%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.100.49