Classification on CAD 10% labels
84.87AUCFreeMatch^M
Evaluation results
| Method | Links | |
|---|---|---|
| FreeMatch^MModality (I)=true, Modality (T)=true2025.03 | 84.87 | |
| SimMatch^MModality (I)=true, Modality (T)=true2025.03 | 84.66 | |
| STiLModality=I, T2025.03 | 84.54 | |
| STiLModality (I)=true, Modality (T)=true2025.03 | 84.54 | |
| MMatchModality (I)=true, Modality (T)=true2025.03 | 84.35 | |
| Self-KDModality (I)=true, Modality (T)=true2025.03 | 84.11 | |
| Co-trainingModality (I)=true, Modality (T)=true2025.03 | 84.1 | |
| TIPModality=I, T, Evaluation Protocol=Linear-probing (L)2025.03 | 83.82 | |
| CoMatch^MModality (I)=true, Modality (T)=true2025.03 | 83.55 | |
| SAINTModality=T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 83.37 | |
| TIP w/o SSLModality=I, T2025.03 | 83.13 | |
| DAFTModality=I, T2025.03 | 83.02 | |
| TIPModality=I, T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 82.82 | |
| SCARFModality=T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 82.43 | |
| SCARFModality=T, Evaluation Protocol=Linear-probing (L)2025.03 | 81.86 | |
| Interact Fuse (IF)Modality=I, T2025.03 | 79.22 | |
| SAINTModality=T, Evaluation Protocol=Linear-probing (L)2025.03 | 79.21 | |
| MMCLModality=I, T, Evaluation Protocol=Linear-probing (L)2025.03 | 73.58 | |
| CoMatchModality (I)=true, Modality (T)=false2025.03 | 71.43 | |
| SimMatchModality (I)=true, Modality (T)=false2025.03 | 69.61 | |
| FreeMatchModality (I)=true, Modality (T)=false2025.03 | 69 | |
| MMCLModality=I, T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 68.99 | |
| SimCLRModality=I, Evaluation Protocol=Full fine-tuning (F)2025.03 | 66.71 | |
| SimCLRModality=I, Evaluation Protocol=Linear-probing (L)2025.03 | 66.03 | |
| BYOLModality=I, Evaluation Protocol=Linear-probing (L)2025.03 | 63.38 | |
| BYOLModality=I, Evaluation Protocol=Full fine-tuning (F)2025.03 | 63.02 | |
| ResNet-50Modality=I2025.03 | 50 |