Medical Image Segmentation on RSNA Pneumonia
76.68Dice ScoreM&M
Evaluation Results
| Method | Links | |
|---|---|---|
| M&MLabeled data percentage=100%2024.07 | 76.68 | |
| MedKLIPLabeled data percentage=100%2024.07 | 75.79 | |
| PRIORLabeled data percentage=100%2024.07 | 74.43 | |
| MLIPbackbone=ResNet-50, Training Data Percentage=100%2024.02 | 73.5 | |
| GLORIALabeled data percentage=100%2024.07 | 73.28 | |
| M&MLabeled data percentage=10%2024.07 | 73.11 | |
| BioVilLabeled data percentage=100%2024.07 | 72.49 | |
| M&MLabeled data percentage=1%2024.07 | 72.28 | |
| ConVIRTLabeled data percentage=100%2024.07 | 72.01 | |
| MedKLIPLabeled data percentage=10%2024.07 | 71.62 | |
| PRIORLabeled data percentage=10%2024.07 | 70.88 | |
| ScratchLabeled data percentage=100%2024.07 | 70.68 | |
| MedKLIPLabeled data percentage=1%2024.07 | 70.64 | |
| BioVilLabeled data percentage=10%2024.07 | 70.38 | |
| PRIORLabeled data percentage=1%2024.07 | 70.11 | |
| MGCAbackbone=ResNet-50, Training Data Percentage=100%2024.02 | 69.8 | |
| GLORIALabeled data percentage=10%2024.07 | 69.07 | |
| MLIPbackbone=ResNet-50, Training Data Percentage=10%2024.02 | 68.8 | |
| MGCAbackbone=ResNet-50, Training Data Percentage=10%2024.02 | 68.3 | |
| BioVilLabeled data percentage=1%2024.07 | 68.24 | |
| GLoRIA-MIMICTraining Data Percentage=10%2024.02 | 68.2 | |
| GLoRIA-CheXpertTraining Data Percentage=100%2024.02 | 67.8 | |
| MLIPbackbone=ResNet-50, Training Data Percentage=1%2024.02 | 67.7 | |
| GLoRIA-MIMICTraining Data Percentage=100%2024.02 | 67.6 | |
| ConVIRTTraining Data Percentage=100%2024.02 | 67.5 | |
| GLoRIA-CheXpertTraining Data Percentage=10%2024.02 | 67.5 | |
| ConVIRTTraining Data Percentage=10%2024.02 | 67.4 | |
| GLORIALabeled data percentage=1%2024.07 | 65.55 | |
| ConVIRTLabeled data percentage=10%2024.07 | 64.91 | |
| ImageNet InitTraining Data Percentage=100%2024.02 | 64 | |
| MGCAbackbone=ResNet-50, Training Data Percentage=1%2024.02 | 63 | |
| GLoRIA-MIMICTraining Data Percentage=1%2024.02 | 60.8 | |
| ScratchLabeled data percentage=10%2024.07 | 60.47 | |
| GLoRIA-CheXpertTraining Data Percentage=1%2024.02 | 59.3 | |
| ConVIRTLabeled data percentage=1%2024.07 | 57.06 | |
| ConVIRTTraining Data Percentage=1%2024.02 | 55 | |
| MLIPbackbone=ResNet-50, Training Data Percentage=Zero-shot2024.02 | 44.3 | |
| ScratchLabeled data percentage=1%2024.07 | 43.47 | |
| ImageNet InitTraining Data Percentage=10%2024.02 | 39.9 | |
| MGCAbackbone=ResNet-50, Training Data Percentage=Zero-shot2024.02 | 34.9 | |
| ImageNet InitTraining Data Percentage=1%2024.02 | 34.8 | |
| GLoRIA-MIMICTraining Data Percentage=Zero-shot2024.02 | 34.6 | |
| GLoRIA-CheXpertTraining Data Percentage=Zero-shot2024.02 | 32 | |
| ConVIRTTraining Data Percentage=Zero-shot2024.02 | 23.3 | |
| Random InitTraining Data Percentage=100%2024.02 | 18.5 | |
| ImageNet InitTraining Data Percentage=Zero-shot2024.02 | 17.6 | |
| Random InitTraining Data Percentage=10%2024.02 | 10.6 | |
| Random InitTraining Data Percentage=1%2024.02 | 6.9 | |
| Random InitTraining Data Percentage=Zero-shot2024.02 | 3.9 |