Semantic Segmentation on RSNA
76.9Dice ScoreG2D (encoder-decoder)
Evaluation Results
| Method | Links | |
|---|---|---|
| G2D (encoder-decoder)Training data fraction=100%, architecture=encoder-decoder2023.12 | 76.9 | |
| Med-UniCTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 76.7 | |
| G2D (encoder)Training data fraction=100%, architecture=encoder2023.12 | 75.1 | |
| Med-UniCTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 74.4 | |
| G2D (encoder-decoder)Training data fraction=10%, architecture=encoder-decoder2023.12 | 73.4 | |
| G2D (encoder-decoder)Training data fraction=1%, architecture=encoder-decoder2023.12 | 72.8 | |
| Med-UniCTraining Data Fraction=1%, Disease-level annotations=false2023.05 | 72.6 | |
| G2D (encoder)Training data fraction=10%, architecture=encoder2023.12 | 72.6 | |
| MedKLIPTraining Data Fraction=100%, Disease-level annotations=true2023.05 | 71.9 | |
| MedKLIP*Training data fraction=100%, annotations=disease-level2023.12 | 71.9 | |
| G2D (encoder)Training data fraction=1%, architecture=encoder2023.12 | 70.9 | |
| M-FLAGLabeled data fraction=100%2023.07 | 70.5 | |
| M-FLAGTraining data fraction=100%2023.12 | 70.5 | |
| MGCATraining data percentage=100%, Backbone=ResNet50-U-Net2022.10 | 69.8 | |
| MGCALabeled data fraction=100%2023.07 | 69.8 | |
| MGCATraining Data Fraction=100%, Disease-level annotations=true2023.05 | 69.8 | |
| MGCATraining data fraction=100%2023.12 | 69.8 | |
| M-FLAGLabeled data fraction=10%2023.07 | 69.7 | |
| M-FLAGTraining data fraction=10%2023.12 | 69.7 | |
| MedKLIPTraining Data Fraction=10%, Disease-level annotations=true2023.05 | 69.4 | |
| MedKLIP*Training data fraction=10%, annotations=disease-level2023.12 | 69.4 | |
| GLoRIA-MIMICTraining data percentage=10%, Backbone=ResNet50-U-Net2022.10 | 68.7 | |
| GLoRIALabeled data fraction=10%2023.07 | 68.7 | |
| GLoRIA-MIMICTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 68.7 | |
| GLoRIA-MIMICTraining data fraction=10%2023.12 | 68.7 | |
| GLoRIA-MIMICTraining data percentage=100%, Backbone=ResNet50-U-Net2022.10 | 68.3 | |
| MGCATraining data percentage=10%, Backbone=ResNet50-U-Net2022.10 | 68.3 | |
| GLoRIALabeled data fraction=100%2023.07 | 68.3 | |
| MGCALabeled data fraction=10%2023.07 | 68.3 | |
| GLoRIA-MIMICTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 68.3 | |
| MGCATraining Data Fraction=10%, Disease-level annotations=true2023.05 | 68.3 | |
| GLoRIA-MIMICTraining data fraction=100%2023.12 | 68.3 | |
| MGCATraining data fraction=10%2023.12 | 68.3 | |
| GLoRIATraining data percentage=100%, Backbone=ResNet50-U-Net2022.10 | 67.8 | |
| GLoRATraining Data Fraction=100%, Disease-level annotations=false2023.05 | 67.8 | |
| GLoRATraining data fraction=100%2023.12 | 67.8 | |
| ConVIRTTraining data percentage=100%, Backbone=ResNet50-U-Net2022.10 | 67.5 | |
| GLoRIATraining data percentage=10%, Backbone=ResNet50-U-Net2022.10 | 67.5 | |
| ConVIRTLabeled data fraction=100%2023.07 | 67.5 | |
| ConVIRTTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 67.5 | |
| GLoRATraining Data Fraction=10%, Disease-level annotations=false2023.05 | 67.5 | |
| ConVIRTTraining data fraction=100%2023.12 | 67.5 | |
| GLoRATraining data fraction=10%2023.12 | 67.5 | |
| ConVIRTTraining data percentage=10%, Backbone=ResNet50-U-Net2022.10 | 67.4 | |
| ConVIRTLabeled data fraction=10%2023.07 | 67.4 | |
| ConVIRTTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 67.4 | |
| ConVIRTTraining data fraction=10%2023.12 | 67.4 | |
| MedKLIPTraining Data Fraction=1%, Disease-level annotations=true2023.05 | 66.2 | |
| MedKLIP*Training data fraction=1%, annotations=disease-level2023.12 | 66.2 | |
| M-FLAGLabeled data fraction=1%2023.07 | 64.6 | |
| M-FLAGTraining data fraction=1%2023.12 | 64.6 | |
| ImageNetTraining data percentage=100%, Backbone=ResNet50-U-Net2022.10 | 64 | |
| ImageNetLabeled data fraction=100%2023.07 | 64 | |
| ImageNetTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 64 | |
| ImageNet InitTraining data fraction=100%2023.12 | 64 | |
| MGCATraining data percentage=1%, Backbone=ResNet50-U-Net2022.10 | 63 | |
| MGCALabeled data fraction=1%2023.07 | 63 | |
| MGCATraining Data Fraction=1%, Disease-level annotations=true2023.05 | 63 | |
| MGCATraining data fraction=1%2023.12 | 63 | |
| GLoRIA-MIMICTraining data percentage=1%, Backbone=ResNet50-U-Net2022.10 | 60.3 | |
| GLoRIALabeled data fraction=1%2023.07 | 60.3 | |
| GLoRIA-MIMICTraining Data Fraction=1%, Disease-level annotations=false2023.05 | 60.3 | |
| GLoRIA-MIMICTraining data fraction=1%2023.12 | 60.3 | |
| GLoRIATraining data percentage=1%, Backbone=ResNet50-U-Net2022.10 | 59.3 | |
| GLoRATraining Data Fraction=1%, Disease-level annotations=false2023.05 | 59.3 | |
| GLoRATraining data fraction=1%2023.12 | 59.3 | |
| ConVIRTTraining data percentage=1%, Backbone=ResNet50-U-Net2022.10 | 55 | |
| ConVIRTLabeled data fraction=1%2023.07 | 55 | |
| ConVIRTTraining Data Fraction=1%, Disease-level annotations=false2023.05 | 55 | |
| ConVIRTTraining data fraction=1%2023.12 | 55 | |
| ImageNetTraining data percentage=10%, Backbone=ResNet50-U-Net2022.10 | 39.9 | |
| ImageNetLabeled data fraction=10%2023.07 | 39.9 | |
| ImageNetTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 39.9 | |
| ImageNet InitTraining data fraction=10%2023.12 | 39.9 | |
| ImageNetTraining data percentage=1%, Backbone=ResNet50-U-Net2022.10 | 34.8 | |
| ImageNetLabeled data fraction=1%2023.07 | 34.8 | |
| ImageNetTraining Data Fraction=1%, Disease-level annotations=false2023.05 | 34.8 | |
| ImageNet InitTraining data fraction=1%2023.12 | 34.8 | |
| RandomTraining data percentage=100%, Backbone=ResNet50-U-Net2022.10 | 18.5 | |
| RandomLabeled data fraction=100%2023.07 | 18.5 | |
| RandomTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 18.5 | |
| Random InitTraining data fraction=100%2023.12 | 18.5 | |
| RandomTraining data percentage=10%, Backbone=ResNet50-U-Net2022.10 | 10.6 | |
| RandomLabeled data fraction=10%2023.07 | 10.6 | |
| RandomTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 10.6 | |
| Random InitTraining data fraction=10%2023.12 | 10.6 | |
| RandomTraining data percentage=1%, Backbone=ResNet50-U-Net2022.10 | 6.9 | |
| RandomLabeled data fraction=1%2023.07 | 6.9 | |
| RandomTraining Data Fraction=1%, Disease-level annotations=false2023.05 | 6.9 | |
| Random InitTraining data fraction=1%2023.12 | 6.9 |