Multimodal Classification on MUSTARD
69.86AccuracyFACTORCL-SUP
Evaluation Results
| Method | Links | |
|---|---|---|
| FACTORCL-SUP(X1; X2)=true, (Xi; X)=true, (X1; X2|Y)=true, (X")=false, Fact=true2023.06 | 69.86 | |
| OurCL-SUP(X1; X2)=true, (Xi; X)=true, (X1; X2|Y)=true, (X")=false, Fact=false2023.06 | 65.05 | |
| GRAMprotocol=linear-probe2025.11 | 64.7 | |
| TRIANGLEprotocol=linear-probe2025.11 | 64.6 | |
| ConFuprotocol=linear-probe2025.11 | 64.1 | |
| Tri-CLIPprotocol=linear-probe2025.11 | 62.1 | |
| Symileprotocol=linear-probe2025.11 | 60.5 | |
| FACTORCL-SSL(X1; X2)=true, (Xi; X)=true, (X1; X2|Y)=true, (X")=true, Fact=true2023.06 | 55.8 | |
| OurCL-SSL(X1; X2)=true, (Xi; X)=true, (X1; X2|Y)=true, (X")=true, Fact=false2023.06 | 53.98 | |
| Cross+Self(X1; X2)=true, (Xi; X)=true, (X1; X2|Y)=false, (X")=false, Fact=false2023.06 | 53.91 | |
| Cross+Self+Fact(X1; X2)=true, (Xi; X)=true, (X1; X2|Y)=false, (X")=false, Fact=true2023.06 | 53.91 | |
| SimCLR(X1; X2)=false, (Xi; X)=true, (X1; X2|Y)=false, (X")=false, Fact=false2023.06 | 53.48 | |
| SupCon(X1; X2)=false, (Xi; X)=true, (X1; X2|Y)=false, (X")=false, Fact=false2023.06 | 52.75 |