Multimodal Classification on CREMA-D
83.06AccuracySPICE-E
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SPICE-E2026.06 | 83.06 | — | — | — | 89.07 | |
| BSS-L2026.06 | 82.8 | — | — | — | 88.61 | |
| SPICE-S2026.06 | 80.91 | — | — | — | 86.76 | |
| BSS-H2026.06 | 80.78 | — | — | — | 87.86 | |
| MLA2026.06 | 79.43 | — | — | — | 85.72 | |
| SMV2026.06 | 78.72 | — | — | — | 84.17 | |
| CLCR2026.02 | 77.92 | 78.33 | — | — | — | |
| ARL2026.02 | 76.46 | 76.85 | — | — | — | |
| MIMOt(s)=0.037± 0.0122025.11 | 75.96 | — | 55.6 | 59.76 | — | |
| MMPareto2026.06 | 74.87 | — | — | — | 85.35 | |
| ReconBoost2026.06 | 74.84 | — | — | — | 81.24 | |
| OGM-GEt(s)=0.112± 0.0092025.11 | 74.49 | — | 53.78 | 47.82 | — | |
| D&R2026.02 | 73.52 | 73.96 | — | — | — | |
| MLA2026.02 | 73.21 | 73.77 | — | — | — | |
| AMSS2026.06 | 70.3 | — | — | — | 76.14 | |
| MMPareto2026.02 | 70.19 | 70.82 | — | — | — | |
| UDML2026.03 | 70.02 | 70.58 | — | — | — | |
| Grad-Blending2026.02 | 68.81 | 69.34 | — | — | — | |
| MMParetot(s)=0.309± 0.0532025.11 | 68.67 | — | 60.59 | 58.82 | — | |
| LDDU2026.03 | 68.56 | 68.77 | — | — | — | |
| EAU2026.03 | 67.61 | 67.9 | — | — | — | |
| DOMFN2026.06 | 67.34 | — | — | — | 85.72 | |
| AGM2026.02 | 67.21 | 68.04 | — | — | — | |
| AGM2026.06 | 67.07 | — | — | — | 73.58 | |
| OGM2026.06 | 66.94 | — | — | — | 71.73 | |
| QMF2026.03 | 66.92 | 67.02 | — | — | — | |
| PMR2026.06 | 66.59 | — | — | — | 70.3 | |
| Weight2026.06 | 66.53 | — | — | — | 73.26 | |
| Affine2026.06 | 66.26 | — | — | — | 71.93 | |
| Channel2026.06 | 66.13 | — | — | — | 71.75 | |
| ETMC2026.06 | 65.86 | — | — | — | 71.34 | |
| EWt(s)=0.036± 0.0062025.11 | 65.5 | — | 58.8 | 59.66 | — | |
| MSLR2026.06 | 65.46 | — | — | — | 71.38 | |
| TMC2026.03 | 65.43 | 66.1 | — | — | — | |
| PMR2026.02 | 65.12 | 65.91 | — | — | — | |
| OGR-GB2026.06 | 64.65 | — | — | — | 84.54 | |
| OGM-GE2026.02 | 64.34 | 64.93 | — | — | — | |
| MMBT2026.03 | 64.25 | 65.43 | — | — | — | |
| MGDAt(s)=0.310± 0.0532025.11 | 63.47 | — | 60.8 | 26.25 | — | |
| Sum2026.06 | 63.44 | — | — | — | 69.08 | |
| Concat2026.06 | 63.31 | — | — | — | 68.31 | |
| Audio / RGB2026.06 | 63.17 | — | — | — | 68.61 | |
| ML-LSTM2026.06 | 62.94 | — | — | — | 64.73 | |
| only-VisualModality=Visual only2026.02 | 62.17 | 62.78 | — | — | — | |
| MSLRt(s)=0.0412± 0.0062025.11 | 62.09 | — | 58.35 | 25.62 | — | |
| MSES2026.06 | 61.56 | — | — | — | 68.83 | |
| MSLt(s)=0.038± 0.0092025.11 | 60.26 | — | 58.02 | 22.69 | — | |
| ConcatFusion=Concatenation2026.02 | 58.83 | 59.43 | — | — | — | |
| Late Fusion2026.03 | 58.83 | 59.43 | — | — | — | |
| MSESt(s)=0.042± 0.0072025.11 | 57.96 | — | 55.84 | 27.37 | — | |
| only-AcousticModality=Acoustic only2026.02 | 57.27 | 57.89 | — | — | — | |
| AGMt(s)=0.205± 0.0052025.11 | 46.63 | — | 43.05 | 18.32 | — | |
| Video / OF2026.06 | 45.83 | — | — | — | 58.79 | |
| Audiot(s)=0.028± 0.0052025.11 | — | — | 59.31 | — | — | |
| Visualt(s)=0.029± 0.0052025.11 | — | — | — | 61.04 | — |