Classification on DVM 1% labels
91.92AccuracySTiL
Evaluation results
| Method | Links | |
|---|---|---|
| STiLModality=I, T2025.03 | 91.92 | |
| STiLModality (I)=true, Modality (T)=true2025.03 | 91.92 | |
| Self-KDModality (I)=true, Modality (T)=true2025.03 | 90.45 | |
| TIPModality=I, T, Evaluation Protocol=Linear-probing (L)2025.03 | 88.93 | |
| SimMatch^MModality (I)=true, Modality (T)=true2025.03 | 88.35 | |
| MMatchModality (I)=true, Modality (T)=true2025.03 | 87.22 | |
| CoMatch^MModality (I)=true, Modality (T)=true2025.03 | 86.45 | |
| Co-trainingModality (I)=true, Modality (T)=true2025.03 | 85.88 | |
| FreeMatch^MModality (I)=true, Modality (T)=true2025.03 | 85.13 | |
| TIPModality=I, T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 77.24 | |
| FreeMatchModality (I)=true, Modality (T)=false2025.03 | 71.91 | |
| SimMatchModality (I)=true, Modality (T)=false2025.03 | 70.24 | |
| MMCLModality=I, T, Evaluation Protocol=Linear-probing (L)2025.03 | 65.37 | |
| CoMatchModality (I)=true, Modality (T)=false2025.03 | 61.12 | |
| MMCLModality=I, T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 54.67 | |
| SCARFModality=T, Evaluation Protocol=Linear-probing (L)2025.03 | 38.98 | |
| SCARFModality=T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 38.53 | |
| TIP w/o SSLModality=I, T2025.03 | 35.35 | |
| Interact Fuse (IF)Modality=I, T2025.03 | 29.08 | |
| SAINTModality=T, Evaluation Protocol=Linear-probing (L)2025.03 | 27.98 | |
| DAFTModality=I, T2025.03 | 17.17 | |
| SimCLRModality=I, Evaluation Protocol=Full fine-tuning (F)2025.03 | 10.86 | |
| SimCLRModality=I, Evaluation Protocol=Linear-probing (L)2025.03 | 10.2 | |
| BYOLModality=I, Evaluation Protocol=Full fine-tuning (F)2025.03 | 5.57 | |
| BYOLModality=I, Evaluation Protocol=Linear-probing (L)2025.03 | 4.9 | |
| ResNet-50Modality=I2025.03 | 2.85 | |
| SAINTModality=T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 1.55 |