Object Detection on RSNA
31.1mAP (%)Med-UniC
Evaluation Results
| Method | Links | |
|---|---|---|
| Med-UniCTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 31.1 | |
| SISTAFine-tuning percentage=100%2026.01 | 27.4 | |
| G2D (encoder)Training data fraction=100%, architecture=encoder2023.12 | 27.2 | |
| MLIPFine-tuning percentage=100%, Auxiliary knowledge=true2026.01 | 25.8 | |
| M-FLAGLabeled data fraction=100%2023.07 | 25.4 | |
| M-FLAGTraining data fraction=100%2023.12 | 25.4 | |
| M-FLAGFine-tuning percentage=100%2026.01 | 25.4 | |
| PRIORFine-tuning percentage=100%2026.01 | 25.2 | |
| MGCALabeled data fraction=100%2023.07 | 24.9 | |
| MGCATraining Data Fraction=100%, Disease-level annotations=true2023.05 | 24.9 | |
| MGCATraining data fraction=100%2023.12 | 24.9 | |
| MGCAFine-tuning percentage=100%2026.01 | 24.9 | |
| GLoRIALabeled data fraction=100%2023.07 | 24.8 | |
| GLoRIA-MIMICTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 24.8 | |
| GLoRIA-MIMICTraining data fraction=100%2023.12 | 24.8 | |
| MedKLIPTraining Data Fraction=100%, Disease-level annotations=true2023.05 | 24.5 | |
| MedKLIP*Training data fraction=100%, annotations=disease-level2023.12 | 24.5 | |
| MedKLIPFine-tuning percentage=100%, Instance-level labels=true2026.01 | 24.5 | |
| SISTAFine-tuning percentage=10%2026.01 | 24.3 | |
| GLoRIAFine-tuning percentage=100%2026.01 | 23.1 | |
| Med-UniCTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 22.3 | |
| SISTAFine-tuning percentage=1%2026.01 | 22 | |
| G2D (encoder)Training data fraction=10%, architecture=encoder2023.12 | 21.7 | |
| ACE-LoRAmode=Zero-shot2026.03 | 21.29 | |
| GLoRIAmode=Zero-shot2026.03 | 20.42 | |
| MGCAmode=Zero-shot2026.03 | 20.3 | |
| BiomedCLIPmode=Zero-shot2026.03 | 20.25 | |
| BioVILmode=Zero-shot2026.03 | 19.31 | |
| MLIPFine-tuning percentage=10%, Auxiliary knowledge=true2026.01 | 19.1 | |
| PRIORmode=Zero-shot2026.03 | 18.89 | |
| GLoRATraining Data Fraction=100%, Disease-level annotations=false2023.05 | 18.8 | |
| GLoRATraining data fraction=100%2023.12 | 18.8 | |
| PRIORFine-tuning percentage=10%2026.01 | 18.5 | |
| KADmode=Zero-shot2026.03 | 18.1 | |
| ConVIRTLabeled data fraction=100%2023.07 | 17.9 | |
| ConVIRTTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 17.9 | |
| ConVIRTTraining data fraction=100%2023.12 | 17.9 | |
| ConVIRTFine-tuning percentage=100%2026.01 | 17.9 | |
| M-FLAGLabeled data fraction=10%2023.07 | 17.5 | |
| M-FLAGTraining data fraction=10%2023.12 | 17.5 | |
| M-FLAGFine-tuning percentage=10%2026.01 | 17.5 | |
| MLIPFine-tuning percentage=1%, Auxiliary knowledge=true2026.01 | 17.2 | |
| MGCALabeled data fraction=10%2023.07 | 16.8 | |
| MGCATraining Data Fraction=10%, Disease-level annotations=true2023.05 | 16.8 | |
| MGCATraining data fraction=10%2023.12 | 16.8 | |
| MGCAFine-tuning percentage=10%2026.01 | 16.8 | |
| Med-UniCTraining Data Fraction=1%, Disease-level annotations=false2023.05 | 16.6 | |
| MedKLIPTraining Data Fraction=10%, Disease-level annotations=true2023.05 | 16.3 | |
| MedKLIP*Training data fraction=10%, annotations=disease-level2023.12 | 16.3 | |
| MedKLIPFine-tuning percentage=10%, Instance-level labels=true2026.01 | 16.3 | |
| GLoRIALabeled data fraction=10%2023.07 | 16.1 | |
| GLoRIA-MIMICTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 16.1 | |
| GLoRIA-MIMICTraining data fraction=10%2023.12 | 16.1 | |
| G2D (encoder)Training data fraction=1%, architecture=encoder2023.12 | 15.9 | |
| ImageNetLabeled data fraction=100%2023.07 | 15.7 | |
| ImageNetTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 15.7 | |
| ImageNet InitTraining data fraction=100%2023.12 | 15.7 | |
| ImageNetFine-tuning percentage=100%2026.01 | 15.7 | |
| ConVIRTLabeled data fraction=10%2023.07 | 15.6 | |
| ConVIRTTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 15.6 | |
| ConVIRTTraining data fraction=10%2023.12 | 15.6 | |
| ConVIRTFine-tuning percentage=10%2026.01 | 15.6 | |
| GLoRIAFine-tuning percentage=10%2026.01 | 15.6 | |
| PRIORFine-tuning percentage=1%2026.01 | 15.6 | |
| GLoRATraining Data Fraction=10%, Disease-level annotations=false2023.05 | 14.8 | |
| GLoRATraining data fraction=10%2023.12 | 14.8 | |
| M-FLAGLabeled data fraction=1%2023.07 | 13.7 | |
| M-FLAGTraining data fraction=1%2023.12 | 13.7 | |
| M-FLAGFine-tuning percentage=1%2026.01 | 13.7 | |
| MGCALabeled data fraction=1%2023.07 | 12.9 | |
| MGCATraining Data Fraction=1%, Disease-level annotations=true2023.05 | 12.9 | |
| MGCATraining data fraction=1%2023.12 | 12.9 | |
| MGCAFine-tuning percentage=1%2026.01 | 12.9 | |
| GLoRIALabeled data fraction=1%2023.07 | 11.6 | |
| GLoRIA-MIMICTraining Data Fraction=1%, Disease-level annotations=false2023.05 | 11.6 | |
| GLoRIA-MIMICTraining data fraction=1%2023.12 | 11.6 | |
| GLoRIAFine-tuning percentage=1%2026.01 | 10.3 | |
| GLoRATraining Data Fraction=1%, Disease-level annotations=false2023.05 | 9.8 | |
| GLoRATraining data fraction=1%2023.12 | 9.8 | |
| RandomLabeled data fraction=100%2023.07 | 8.9 | |
| RandomTraining Data Fraction=100%, Disease-level annotations=false2023.05 | 8.9 | |
| MedKLIPTraining Data Fraction=1%, Disease-level annotations=true2023.05 | 8.9 | |
| Random InitTraining data fraction=100%2023.12 | 8.9 | |
| MedKLIP*Training data fraction=1%, annotations=disease-level2023.12 | 8.9 | |
| RandomFine-tuning percentage=100%2026.01 | 8.9 | |
| MedKLIPFine-tuning percentage=1%, Instance-level labels=true2026.01 | 8.9 | |
| ConVIRTLabeled data fraction=1%2023.07 | 8.2 | |
| ConVIRTTraining Data Fraction=1%, Disease-level annotations=false2023.05 | 8.2 | |
| ConVIRTTraining data fraction=1%2023.12 | 8.2 | |
| ConVIRTFine-tuning percentage=1%2026.01 | 8.2 | |
| ImageNetLabeled data fraction=10%2023.07 | 8 | |
| ImageNetTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 8 | |
| ImageNet InitTraining data fraction=10%2023.12 | 8 | |
| ImageNetFine-tuning percentage=10%2026.01 | 8 | |
| RandomLabeled data fraction=10%2023.07 | 4 | |
| RandomTraining Data Fraction=10%, Disease-level annotations=false2023.05 | 4 | |
| Random InitTraining data fraction=10%2023.12 | 4 | |
| RandomFine-tuning percentage=10%2026.01 | 4 | |
| ImageNetLabeled data fraction=1%2023.07 | 3.6 | |
| ImageNetTraining Data Fraction=1%, Disease-level annotations=false2023.05 | 3.6 |