Semantic Segmentation on SIIM
75.9Dice Coefficient (%)GLINT-CXR
Evaluation results
| Method | Links | |
|---|---|---|
| GLINT-CXREvaluation Protocol=Downstream2026.06 | 75.9 | |
| G2D (encoder-decoder)Training data fraction=100%, architecture=encoder-decoder2023.12 | 68.4 | |
| G2D (encoder-decoder)Training data fraction=10%, architecture=encoder-decoder2023.12 | 66.9 | |
| G2D (encoder)Training data fraction=100%, architecture=encoder2023.12 | 66.8 | |
| G2D (encoder-decoder)Training data fraction=1%, architecture=encoder-decoder2023.12 | 65.6 | |
| KoBo-VitEvaluation Protocol=Few-shot-Frozen, Backbone=ViT2023.07 | 65.54 | |
| M-FLAGLabeled data fraction=100%2023.07 | 64.8 | |
| M-FLAGTraining data fraction=100%2023.12 | 64.8 | |
| RAD-DINOEvaluation Protocol=Downstream2026.06 | 64.6 | |
| Med-UniCTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 64.4 | |
| MGCATraining data percentage=100%, Backbone=ResNet50-U-Net2022.10 | 64.2 | |
| MGCALabeled data fraction=100%2023.07 | 64.2 | |
| MGCATraining Data Fraction=100%, Disease-level annotations=true2023.05 | 64.2 | |
| MGCATraining data fraction=100%2023.12 | 64.2 | |
| GLoRIA-MIMICTraining data percentage=100%, Backbone=ResNet50-U-Net2022.10 | 64 | |
| GLoRIALabeled data fraction=100%2023.07 | 64 | |
| GLoRIA-MIMICTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 64 | |
| GLoRIA-MIMICTraining data fraction=100%2023.12 | 64 | |
| KoBoEvaluation Protocol=Few-shot-Frozen, Backbone=ResNet-502023.07 | 63.93 | |
| MedKLIPTraining Data Fraction=100%, Disease-level annotations=true2023.05 | 63.9 | |
| MedKLIP*Training data fraction=100%, annotations=disease-level2023.12 | 63.9 | |
| ImageNetTraining data percentage=100%, Backbone=ResNet50-U-Net2022.10 | 63.5 | |
| ImageNetLabeled data fraction=100%2023.07 | 63.5 | |
| ImageNetTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 63.5 | |
| ImageNet InitTraining data fraction=100%2023.12 | 63.5 | |
| GLoRIATraining data percentage=100%, Backbone=ResNet50-U-Net2022.10 | 63.4 | |
| GLoRATraining Data Fraction=100%, Disease-level annotations=false2023.05 | 63.4 | |
| GLoRATraining data fraction=100%2023.12 | 63.4 | |
| G2D (encoder)Training data fraction=10%, architecture=encoder2023.12 | 63.1 | |
| G2D (encoder)Training data fraction=1%, architecture=encoder2023.12 | 62.6 | |
| Med-UniCTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 62.2 | |
| MGCAEvaluation Protocol=Downstream2026.06 | 62 | |
| M-FLAGLabeled data fraction=10%2023.07 | 61.2 | |
| M-FLAGTraining data fraction=10%2023.12 | 61.2 | |
| MedKLIPTraining Data Fraction=10%, Disease-level annotations=true2023.05 | 60.8 | |
| MedKLIP*Training data fraction=10%, annotations=disease-level2023.12 | 60.8 | |
| MRMEvaluation Protocol=Downstream2026.06 | 60.2 | |
| ConVIRTTraining data percentage=100%, Backbone=ResNet50-U-Net2022.10 | 59.9 | |
| ConVIRTLabeled data fraction=100%2023.07 | 59.9 | |
| ConVIRTTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 59.9 | |
| ConVIRTTraining data fraction=100%2023.12 | 59.9 | |
| MGCATraining data percentage=10%, Backbone=ResNet50-U-Net2022.10 | 59.3 | |
| MGCALabeled data fraction=10%2023.07 | 59.3 | |
| MGCATraining Data Fraction=10%, Disease-level annotations=true2023.05 | 59.3 | |
| MGCATraining data fraction=10%2023.12 | 59.3 | |
| CheXWorldEvaluation Protocol=Downstream2026.06 | 58.2 | |
| GLoRIA-MIMICTraining data percentage=10%, Backbone=ResNet50-U-Net2022.10 | 57.1 | |
| GLoRIALabeled data fraction=10%2023.07 | 57.1 | |
| GLoRIA-MIMICTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 57.1 | |
| GLoRIA-MIMICTraining data fraction=10%2023.12 | 57.1 | |
| MGCAEvaluation Protocol=Few-shot-Frozen, Backbone=ResNet-50, Weights=Reproduced2023.07 | 56.96 | |
| Med-UniCTraining Data Fraction=1%, Disease-level annotations=false2023.05 | 56.7 | |
| MedCLIPEvaluation Protocol=Few-shot-Frozen, Backbone=ResNet-50, Weights=Official2023.07 | 56.19 | |
| GloriaEvaluation Protocol=Few-shot-Frozen, Backbone=ResNet-50, Weights=Reproduced2023.07 | 54.79 | |
| RandomTraining data percentage=100%, Backbone=ResNet50-U-Net2022.10 | 54.3 | |
| RandomLabeled data fraction=100%2023.07 | 54.3 | |
| RandomTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 54.3 | |
| Random InitTraining data fraction=100%2023.12 | 54.3 | |
| M-FLAGLabeled data fraction=1%2023.07 | 52.5 | |
| M-FLAGTraining data fraction=1%2023.12 | 52.5 | |
| MAVLEvaluation Protocol=Downstream2026.06 | 52.3 | |
| KADEvaluation Protocol=Downstream2026.06 | 51.6 | |
| MedKLIPTraining Data Fraction=1%, Disease-level annotations=true2023.05 | 50.2 | |
| MedKLIP*Training data fraction=1%, annotations=disease-level2023.12 | 50.2 | |
| ConVIRTEvaluation Protocol=Few-shot-Frozen, Backbone=ResNet-50, Weights=Reproduced2023.07 | 49.92 | |
| MedKLIPEvaluation Protocol=Downstream2026.06 | 49.9 | |
| MGCATraining data percentage=1%, Backbone=ResNet50-U-Net2022.10 | 49.7 | |
| MGCALabeled data fraction=1%2023.07 | 49.7 | |
| MGCATraining Data Fraction=1%, Disease-level annotations=true2023.05 | 49.7 | |
| MGCATraining data fraction=1%2023.12 | 49.7 | |
| GLoRIATraining data percentage=10%, Backbone=ResNet50-U-Net2022.10 | 46.9 | |
| GLoRATraining Data Fraction=10%, Disease-level annotations=false2023.05 | 46.9 | |
| GLoRATraining data fraction=10%2023.12 | 46.9 | |
| ConVIRTTraining data percentage=10%, Backbone=ResNet50-U-Net2022.10 | 43.2 | |
| ConVIRTLabeled data fraction=10%2023.07 | 43.2 | |
| ConVIRTTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 43.2 | |
| ConVIRTTraining data fraction=10%2023.12 | 43.2 | |
| DINOv3Evaluation Protocol=Downstream2026.06 | 39.9 | |
| GLoRIA-MIMICTraining data percentage=1%, Backbone=ResNet50-U-Net2022.10 | 37.4 | |
| GLoRIALabeled data fraction=1%2023.07 | 37.4 | |
| GLoRIA-MIMICTraining Data Fraction=1%, Disease-level annotations=false2023.05 | 37.4 | |
| GLoRIA-MIMICTraining data fraction=1%2023.12 | 37.4 | |
| GLoRIATraining data percentage=1%, Backbone=ResNet50-U-Net2022.10 | 35.8 | |
| GLoRATraining Data Fraction=1%, Disease-level annotations=false2023.05 | 35.8 | |
| GLoRATraining data fraction=1%2023.12 | 35.8 | |
| ImageNetTraining data percentage=10%, Backbone=ResNet50-U-Net2022.10 | 35.5 | |
| ImageNetLabeled data fraction=10%2023.07 | 35.5 | |
| ImageNetTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 35.5 | |
| ImageNet InitTraining data fraction=10%2023.12 | 35.5 | |
| GLINT-CXRzero-shot=true2026.06 | 31.7 | |
| RandomTraining data percentage=10%, Backbone=ResNet50-U-Net2022.10 | 28.6 | |
| RandomLabeled data fraction=10%2023.07 | 28.6 | |
| RandomTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 28.6 | |
| Random InitTraining data fraction=10%2023.12 | 28.6 | |
| ConVIRTTraining data percentage=1%, Backbone=ResNet50-U-Net2022.10 | 25 | |
| ConVIRTLabeled data fraction=1%2023.07 | 25 | |
| ConVIRTTraining Data Fraction=1%, Disease-level annotations=false2023.05 | 25 | |
| ConVIRTTraining data fraction=1%2023.12 | 25 | |
| RadZerozero-shot=true2026.06 | 17.1 | |
| ImageNetTraining data percentage=1%, Backbone=ResNet50-U-Net2022.10 | 10.2 |