Classification on CAD 1% labels
83.54AUCSTiL
Evaluation results
| Method | Links | |
|---|---|---|
| STiLModality=I, T2025.03 | 83.54 | |
| STiLModality (I)=true, Modality (T)=true2025.03 | 83.54 | |
| TIP w/o SSLModality=I, T2025.03 | 81.13 | |
| Co-trainingModality (I)=true, Modality (T)=true2025.03 | 81 | |
| Self-KDModality (I)=true, Modality (T)=true2025.03 | 80.24 | |
| MMatchModality (I)=true, Modality (T)=true2025.03 | 79.02 | |
| SAINTModality=T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 78.02 | |
| TIPModality=I, T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 77.59 | |
| SimMatch^MModality (I)=true, Modality (T)=true2025.03 | 76.58 | |
| CoMatch^MModality (I)=true, Modality (T)=true2025.03 | 75.84 | |
| FreeMatch^MModality (I)=true, Modality (T)=true2025.03 | 75.8 | |
| SCARFModality=T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 75.76 | |
| SAINTModality=T, Evaluation Protocol=Linear-probing (L)2025.03 | 74.75 | |
| TIPModality=I, T, Evaluation Protocol=Linear-probing (L)2025.03 | 71.17 | |
| SCARFModality=T, Evaluation Protocol=Linear-probing (L)2025.03 | 66.67 | |
| MMCLModality=I, T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 65.24 | |
| Interact Fuse (IF)Modality=I, T2025.03 | 64.8 | |
| MMCLModality=I, T, Evaluation Protocol=Linear-probing (L)2025.03 | 64.4 | |
| SimCLRModality=I, Evaluation Protocol=Full fine-tuning (F)2025.03 | 64.24 | |
| DAFTModality=I, T2025.03 | 64.01 | |
| SimCLRModality=I, Evaluation Protocol=Linear-probing (L)2025.03 | 63.87 | |
| SimMatchModality (I)=true, Modality (T)=false2025.03 | 62.36 | |
| CoMatchModality (I)=true, Modality (T)=false2025.03 | 61.09 | |
| BYOLModality=I, Evaluation Protocol=Full fine-tuning (F)2025.03 | 59.43 | |
| FreeMatchModality (I)=true, Modality (T)=false2025.03 | 58.8 | |
| BYOLModality=I, Evaluation Protocol=Linear-probing (L)2025.03 | 58.22 | |
| ResNet-50Modality=I2025.03 | 56.93 |