Classification on Infarction 1% labels
82.64AUCSTiL
Evaluation results
| Method | Links | |
|---|---|---|
| STiLModality=I, T2025.03 | 82.64 | |
| STiLModality (I)=true, Modality (T)=true2025.03 | 82.64 | |
| Co-trainingModality (I)=true, Modality (T)=true2025.03 | 79.35 | |
| MMatchModality (I)=true, Modality (T)=true2025.03 | 78.75 | |
| SimMatch^MModality (I)=true, Modality (T)=true2025.03 | 76.07 | |
| CoMatch^MModality (I)=true, Modality (T)=true2025.03 | 75.72 | |
| SAINTModality=T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 75.63 | |
| TIPModality=I, T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 75.05 | |
| Self-KDModality (I)=true, Modality (T)=true2025.03 | 74.67 | |
| SAINTModality=T, Evaluation Protocol=Linear-probing (L)2025.03 | 71.39 | |
| TIPModality=I, T, Evaluation Protocol=Linear-probing (L)2025.03 | 70.36 | |
| TIP w/o SSLModality=I, T2025.03 | 69.07 | |
| MMCLModality=I, T, Evaluation Protocol=Linear-probing (L)2025.03 | 68.12 | |
| FreeMatch^MModality (I)=true, Modality (T)=true2025.03 | 68.01 | |
| CoMatchModality (I)=true, Modality (T)=false2025.03 | 66.48 | |
| MMCLModality=I, T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 66.33 | |
| SimMatchModality (I)=true, Modality (T)=false2025.03 | 66.08 | |
| FreeMatchModality (I)=true, Modality (T)=false2025.03 | 65.86 | |
| SCARFModality=T, Evaluation Protocol=Linear-probing (L)2025.03 | 65.04 | |
| Interact Fuse (IF)Modality=I, T2025.03 | 63.3 | |
| SimCLRModality=I, Evaluation Protocol=Full fine-tuning (F)2025.03 | 62.26 | |
| SCARFModality=T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 61.76 | |
| SimCLRModality=I, Evaluation Protocol=Linear-probing (L)2025.03 | 61.58 | |
| BYOLModality=I, Evaluation Protocol=Full fine-tuning (F)2025.03 | 58.71 | |
| BYOLModality=I, Evaluation Protocol=Linear-probing (L)2025.03 | 58.32 | |
| DAFTModality=I, T2025.03 | 57.3 | |
| ResNet-50Modality=I2025.03 | 53.3 |