Classification on MNIST-SVHN r=10
92.68Overall AccuracySSMVAE-CI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SSMVAE-CIbeta (%)=302026.05 | 92.68 | 88.79 | |
| SSMVAE-CIbeta (%)=102026.05 | 91.69 | 86.98 | |
| SSVAEbeta (%)=30, Fusion Strategy=Early fusion2026.05 | 91.57 | 86.88 | |
| CReSTbeta (%)=30, Fusion Strategy=Early fusion2026.05 | 90.49 | 86.15 | |
| ADSHbeta (%)=30, Fusion Strategy=Early fusion2026.05 | 90.06 | 85.97 | |
| CMMLbeta (%)=302026.05 | 89.68 | 87.13 | |
| SSVAEbeta (%)=10, Fusion Strategy=Early fusion2026.05 | 89.36 | 84.3 | |
| LDAMbeta (%)=30, Fusion Strategy=Early fusion2026.05 | 89.1 | 82.81 | |
| SMLNbeta (%)=302026.05 | 87.25 | 81.6 | |
| GAMObeta (%)=30, Fusion Strategy=Early fusion2026.05 | 86.3 | 79.41 | |
| CMMLbeta (%)=102026.05 | 86.16 | 80.08 | |
| SMLNbeta (%)=102026.05 | 85.64 | 78.94 | |
| CReSTbeta (%)=10, Fusion Strategy=Early fusion2026.05 | 85.45 | 81.09 | |
| LDAMbeta (%)=10, Fusion Strategy=Early fusion2026.05 | 83.45 | 74.7 | |
| GAMObeta (%)=10, Fusion Strategy=Early fusion2026.05 | 82.3 | 73.13 | |
| CReSTbeta (%)=30, Fusion Strategy=Late fusion2026.05 | 80.59 | 74.97 | |
| SSVAEbeta (%)=30, Fusion Strategy=Late fusion2026.05 | 80.54 | 74.09 | |
| ADSHbeta (%)=30, Fusion Strategy=Late fusion2026.05 | 80.27 | 74.86 | |
| LDAMbeta (%)=30, Fusion Strategy=Late fusion2026.05 | 79.94 | 74.89 | |
| ADSHbeta (%)=10, Fusion Strategy=Early fusion2026.05 | 78.77 | 78.2 | |
| SSVAEbeta (%)=10, Fusion Strategy=Late fusion2026.05 | 75.63 | 67.52 | |
| LDAMbeta (%)=10, Fusion Strategy=Late fusion2026.05 | 73.28 | 66.18 | |
| CReSTbeta (%)=10, Fusion Strategy=Late fusion2026.05 | 72.1 | 65.63 | |
| GAMObeta (%)=30, Fusion Strategy=Late fusion2026.05 | 70.18 | 60.88 | |
| GAMObeta (%)=10, Fusion Strategy=Late fusion2026.05 | 66.66 | 54.45 | |
| ADSHbeta (%)=10, Fusion Strategy=Late fusion2026.05 | 62.35 | 63.12 |