Object Detection on Object CXR (test)
20.2mAPMLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| MLIPtraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.02 | 20.2 | |
| MGCATraining data percentage=100%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.10 | 19.2 | |
| MGCA (ResNet-50)training_data=100%, backbone=ResNet-50, detector=YOLOv32024.02 | 19.2 | |
| MLIPtraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.02 | 17.4 | |
| GLoRIA-MIMICTraining data percentage=100%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.10 | 16.6 | |
| GLoRIA-MIMICtraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.02 | 16.6 | |
| ConVIRTTraining data percentage=100%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.10 | 15.9 | |
| ImageNet Inittraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.02 | 15.9 | |
| ConVIRTtraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.02 | 15.9 | |
| GLoRIATraining data percentage=100%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.10 | 15.6 | |
| GLoRIA-CheXperttraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.02 | 15.6 | |
| MGCATraining data percentage=10%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.10 | 12.1 | |
| MGCA (ResNet-50)training_data=10%, backbone=ResNet-50, detector=YOLOv32024.02 | 12.1 | |
| GLoRIATraining data percentage=10%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.10 | 10.6 | |
| GLoRIA-CheXperttraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.02 | 10.6 | |
| GLoRIA-MIMICTraining data percentage=10%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.10 | 8.9 | |
| GLoRIA-MIMICtraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.02 | 8.9 | |
| ConVIRTTraining data percentage=10%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.10 | 8.6 | |
| ImageNet Inittraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.02 | 8.6 | |
| ConVIRTtraining_data=10%, backbone=ResNet-50, detector=YOLOv32024.02 | 8.6 | |
| ImageNetTraining data percentage=100%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.10 | 8.3 | |
| MLIPtraining_data=1%, backbone=ResNet-50, detector=YOLOv32024.02 | 4.6 | |
| RandomTraining data percentage=100%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.10 | 4.4 | |
| Random Inittraining_data=100%, backbone=ResNet-50, detector=YOLOv32024.02 | 4.4 | |
| ImageNetTraining data percentage=10%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.10 | 2.9 | |
| MLIPtraining_data=Zero-shot, backbone=ResNet-50, detector=YOLOv32024.02 | 2.7 | |
| RandomTraining data percentage=10%, Detection framework=YOLOv3, Backbone=ResNet-50, Fine-tuning protocol=Frozen backbone2022.10 | 0.49 |