Image Classification on SIIM-ACR (test)
93.88AUROCM&M
Evaluation Results
| Method | Links | |
|---|---|---|
| M&MTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 93.88 | |
| EGMAPortion of training data=100%, Evaluation protocol=Linear classification2024.03 | 93.29 | |
| PRIORPortion of training data=100%, Evaluation protocol=Linear classification2024.03 | 92.49 | |
| PRIORTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 92.39 | |
| MedCLIPPortion of training data=100%, Evaluation protocol=Linear classification2024.03 | 92.18 | |
| EGMAPortion of training data=10%, Evaluation protocol=Linear classification2024.03 | 92.17 | |
| MGCAPortion of training data=100%, Evaluation protocol=Linear classification2024.03 | 92.16 | |
| LOVTTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 92.16 | |
| GLORIATraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 92.11 | |
| MedKLIPPortion of training data=100%, Evaluation protocol=Linear classification2024.03 | 91.88 | |
| MedKLIPTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 91.88 | |
| ConVIRTTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 91.5 | |
| M&MTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 91.15 | |
| MedCLIPPortion of training data=10%, Evaluation protocol=Linear classification2024.03 | 91.13 | |
| EGMAPortion of training data=1%, Evaluation protocol=Linear classification2024.03 | 90.78 | |
| MedKLIPPortion of training data=10%, Evaluation protocol=Linear classification2024.03 | 90.71 | |
| MedKLIPTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 90.71 | |
| BioViLPortion of training data=100%, Evaluation protocol=Linear classification2024.03 | 90.51 | |
| BioViLTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 90.48 | |
| PRIORPortion of training data=10%, Evaluation protocol=Linear classification2024.03 | 89.72 | |
| MGCAPortion of training data=10%, Evaluation protocol=Linear classification2024.03 | 89.66 | |
| PRIORTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 89.13 | |
| MedCLIPPortion of training data=1%, Evaluation protocol=Linear classification2024.03 | 88.84 | |
| M&MTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 88.81 | |
| SimCLRTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 88.72 | |
| GLORIATraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 88.51 | |
| LOVTTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 88.5 | |
| MoCoTraining Data Ratio=100%, Evaluation Protocol=fine-tuning2024.07 | 88.43 | |
| PRIORPortion of training data=1%, Evaluation protocol=Linear classification2024.03 | 88.35 | |
| PRIORTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 87.27 | |
| MGCAPortion of training data=1%, Evaluation protocol=Linear classification2024.03 | 86.12 | |
| ConVIRTTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 85.66 | |
| LOVTTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 85.47 | |
| MedKLIPPortion of training data=1%, Evaluation protocol=Linear classification2024.03 | 85.27 | |
| MedKLIPTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 85.27 | |
| GLORIATraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 85.05 | |
| ConVIRTTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 84.17 | |
| SimCLRTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 83.21 | |
| BioViLPortion of training data=10%, Evaluation protocol=Linear classification2024.03 | 82.79 | |
| BioViLTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 81.62 | |
| MoCoTraining Data Ratio=10%, Evaluation Protocol=fine-tuning2024.07 | 81.01 | |
| BioViLPortion of training data=1%, Evaluation protocol=Linear classification2024.03 | 80.26 | |
| BioViLTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 79.89 | |
| MoCoTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 75.49 | |
| SimCLRTraining Data Ratio=1%, Evaluation Protocol=fine-tuning2024.07 | 74.97 |