Medical Semantic Segmentation on SIIM Pneumothorax
68.1Dice ScoreMLIP
Evaluation results
| Method | Links | |
|---|---|---|
| MLIPbackbone=ResNet-50, Training Data Percentage=100%2024.02 | 68.1 | |
| S-PCLFine-tuning data percentage=100%2026.03 | 65.1 | |
| MGCAbackbone=ResNet-50, Training Data Percentage=100%2024.02 | 64.2 | |
| MGCAFine-tuning data percentage=100%2026.03 | 64.2 | |
| GLoRIA-MIMICTraining Data Percentage=100%2024.02 | 64 | |
| GLoRIAFine-tuning data percentage=100%2026.03 | 64 | |
| MedKLIPFine-tuning data percentage=100%2026.03 | 63.9 | |
| ImageNet InitTraining Data Percentage=100%2024.02 | 63.5 | |
| GLoRIA-CheXpertTraining Data Percentage=100%2024.02 | 63.4 | |
| S-PCLFine-tuning data percentage=10%2026.03 | 61.7 | |
| MLIPbackbone=ResNet-50, Training Data Percentage=10%2024.02 | 60.8 | |
| MedKLIPFine-tuning data percentage=10%2026.03 | 60.8 | |
| ConVIRTTraining Data Percentage=100%2024.02 | 59.9 | |
| MGCAbackbone=ResNet-50, Training Data Percentage=10%2024.02 | 59.3 | |
| MGCAFine-tuning data percentage=10%2026.03 | 59.3 | |
| GLoRIAFine-tuning data percentage=10%2026.03 | 57.1 | |
| GLoRIA-MIMICTraining Data Percentage=10%2024.02 | 56.4 | |
| Random InitTraining Data Percentage=100%2024.02 | 54.3 | |
| MLIPbackbone=ResNet-50, Training Data Percentage=1%2024.02 | 51.6 | |
| MedKLIPFine-tuning data percentage=1%2026.03 | 50.2 | |
| MGCAbackbone=ResNet-50, Training Data Percentage=1%2024.02 | 49.7 | |
| MGCAFine-tuning data percentage=1%2026.03 | 49.7 | |
| GLoRIA-CheXpertTraining Data Percentage=10%2024.02 | 46.9 | |
| ACE-LoRAmode=Zero-shot2026.03 | 46.34 | |
| PRIORmode=Zero-shot2026.03 | 45.85 | |
| BioVILmode=Zero-shot2026.03 | 45.73 | |
| KADmode=Zero-shot2026.03 | 45.17 | |
| BiomedCLIPmode=Zero-shot2026.03 | 44.63 | |
| MGCAmode=Zero-shot2026.03 | 44.53 | |
| ConVIRTTraining Data Percentage=10%2024.02 | 43.2 | |
| MLIPbackbone=ResNet-50, Training Data Percentage=Zero-shot2024.02 | 40.2 | |
| GLoRIAmode=Zero-shot2026.03 | 40.02 | |
| S-PCLFine-tuning data percentage=1%2026.03 | 38.8 | |
| GLoRIA-MIMICTraining Data Percentage=1%2024.02 | 37.6 | |
| GLoRIAFine-tuning data percentage=1%2026.03 | 37.4 | |
| GLoRIA-CheXpertTraining Data Percentage=1%2024.02 | 35.8 | |
| ImageNet InitTraining Data Percentage=10%2024.02 | 35.5 | |
| MGCAbackbone=ResNet-50, Training Data Percentage=Zero-shot2024.02 | 33.5 | |
| Random InitTraining Data Percentage=10%2024.02 | 28.6 | |
| ConVIRTTraining Data Percentage=1%2024.02 | 25 | |
| GLoRIA-MIMICTraining Data Percentage=Zero-shot2024.02 | 21 | |
| GLoRIA-CheXpertTraining Data Percentage=Zero-shot2024.02 | 19.8 | |
| ConVIRTTraining Data Percentage=Zero-shot2024.02 | 11.7 | |
| ImageNet InitTraining Data Percentage=1%2024.02 | 10.2 | |
| Random InitTraining Data Percentage=1%2024.02 | 9 | |
| ImageNet InitTraining Data Percentage=Zero-shot2024.02 | 2.2 |