Classification on DVM 10% labels
99.27AccuracySTiL
Evaluation results
| Method | Links | |
|---|---|---|
| STiLModality=I, T2025.03 | 99.27 | |
| STiLModality (I)=true, Modality (T)=true2025.03 | 99.27 | |
| Co-trainingModality (I)=true, Modality (T)=true2025.03 | 98.78 | |
| FreeMatch^MModality (I)=true, Modality (T)=true2025.03 | 98.77 | |
| MMatchModality (I)=true, Modality (T)=true2025.03 | 98.76 | |
| TIPModality=I, T, Evaluation Protocol=Linear-probing (L)2025.03 | 98.75 | |
| SimMatch^MModality (I)=true, Modality (T)=true2025.03 | 98.69 | |
| Self-KDModality (I)=true, Modality (T)=true2025.03 | 98.63 | |
| CoMatch^MModality (I)=true, Modality (T)=true2025.03 | 98.33 | |
| TIPModality=I, T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 98.27 | |
| FreeMatchModality (I)=true, Modality (T)=false2025.03 | 92.07 | |
| SimMatchModality (I)=true, Modality (T)=false2025.03 | 89.51 | |
| CoMatchModality (I)=true, Modality (T)=false2025.03 | 86.99 | |
| MMCLModality=I, T, Evaluation Protocol=Linear-probing (L)2025.03 | 85.92 | |
| MMCLModality=I, T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 85.79 | |
| TIP w/o SSLModality=I, T2025.03 | 85.37 | |
| SAINTModality=T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 83.36 | |
| Interact Fuse (IF)Modality=I, T2025.03 | 78.58 | |
| DAFTModality=I, T2025.03 | 74.22 | |
| SCARFModality=T, Evaluation Protocol=Full fine-tuning (F)2025.03 | 64.47 | |
| SCARFModality=T, Evaluation Protocol=Linear-probing (L)2025.03 | 61.03 | |
| SAINTModality=T, Evaluation Protocol=Linear-probing (L)2025.03 | 52.6 | |
| SimCLRModality=I, Evaluation Protocol=Full fine-tuning (F)2025.03 | 51.44 | |
| BYOLModality=I, Evaluation Protocol=Full fine-tuning (F)2025.03 | 47.49 | |
| SimCLRModality=I, Evaluation Protocol=Linear-probing (L)2025.03 | 33.99 | |
| ResNet-50Modality=I2025.03 | 32.07 | |
| BYOLModality=I, Evaluation Protocol=Linear-probing (L)2025.03 | 27.32 |