Classification on MNIST-SVHN r=50
99.89Overall AccuracyMMD-LA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MMD-LAIR=12026.05 | 99.89 | — | 95.89 | |
| MMDIR=102026.05 | 99.86 | — | 94.36 | |
| Proposed MethodIR=12026.05 | 99.85 | — | 99.6 | |
| M2LC-NetIR=12026.05 | 99.84 | — | 95.42 | |
| MMD-LAIR=102026.05 | 99.82 | — | 91.62 | |
| MMDIR=12026.05 | 99.79 | — | 90.44 | |
| Proposed MethodIR=102026.05 | 99.78 | — | 98.51 | |
| SADE-LMFIR=12026.05 | 99.7 | — | 88.16 | |
| M2LC-NetIR=102026.05 | 99.7 | — | 93.94 | |
| M2LC-NetIR=1002026.05 | 99.68 | — | 85.91 | |
| Proposed MethodIR=502026.05 | 99.67 | — | 98.16 | |
| MMD-LAIR=502026.05 | 99.63 | — | 89.25 | |
| SADE-LMFIR=1002026.05 | 99.63 | — | 79.21 | |
| SADE-LMFIR=502026.05 | 99.59 | — | 87.98 | |
| M2LC-NetIR=502026.05 | 99.4 | — | 83.96 | |
| SADE-LMFIR=102026.05 | 99.37 | — | 78.94 | |
| MMDIR=502026.05 | 99.34 | — | 86.22 | |
| MMD-LAIR=1002026.05 | 99.31 | — | 84.26 | |
| Proposed MethodIR=1002026.05 | 99.23 | — | 97.31 | |
| MMDIR=1002026.05 | 99.16 | — | 87.23 | |
| SADEIR=12026.05 | 93.12 | — | 72.18 | |
| SADEIR=102026.05 | 92.67 | — | 70.07 | |
| SADEIR=502026.05 | 92.45 | — | 70.04 | |
| SADEIR=1002026.05 | 91.82 | — | 69.16 | |
| SSMVAE-CIbeta (%)=302026.05 | 85.61 | 76.12 | — | |
| SSVAEbeta (%)=30, Fusion Strategy=Early fusion2026.05 | 83.4 | 72.51 | — | |
| CReSTbeta (%)=30, Fusion Strategy=Early fusion2026.05 | 83.01 | 72.54 | — | |
| SSMVAE-CIbeta (%)=102026.05 | 82.93 | 71.32 | — | |
| ADSHbeta (%)=30, Fusion Strategy=Early fusion2026.05 | 82.36 | 72.04 | — | |
| CMMLbeta (%)=302026.05 | 81.51 | 65.9 | — | |
| LDAMbeta (%)=30, Fusion Strategy=Early fusion2026.05 | 80.49 | 68.17 | — | |
| GAMObeta (%)=30, Fusion Strategy=Early fusion2026.05 | 79.27 | 64.4 | — | |
| SSVAEbeta (%)=10, Fusion Strategy=Early fusion2026.05 | 78.82 | 64.59 | — | |
| CReSTbeta (%)=10, Fusion Strategy=Early fusion2026.05 | 75.71 | 61.83 | — | |
| SMLNbeta (%)=302026.05 | 74.05 | 59.76 | — | |
| CReSTbeta (%)=30, Fusion Strategy=Late fusion2026.05 | 73.65 | 62.33 | — | |
| CMMLbeta (%)=102026.05 | 73.62 | 51.62 | — | |
| LDAMbeta (%)=10, Fusion Strategy=Early fusion2026.05 | 73.51 | 54.72 | — | |
| SSVAEbeta (%)=30, Fusion Strategy=Late fusion2026.05 | 72.8 | 59.57 | — | |
| ADSHbeta (%)=30, Fusion Strategy=Late fusion2026.05 | 72.13 | 58.38 | — | |
| LDAMbeta (%)=30, Fusion Strategy=Late fusion2026.05 | 71.72 | 61.35 | — | |
| GAMObeta (%)=10, Fusion Strategy=Early fusion2026.05 | 71.64 | 50.45 | — | |
| SMLNbeta (%)=102026.05 | 68.13 | 46.34 | — | |
| SSVAEbeta (%)=10, Fusion Strategy=Late fusion2026.05 | 66.04 | 50.29 | — | |
| ADSHbeta (%)=10, Fusion Strategy=Early fusion2026.05 | 65.48 | 57.29 | — | |
| GAMObeta (%)=30, Fusion Strategy=Late fusion2026.05 | 64.61 | 48.31 | — | |
| CReSTbeta (%)=10, Fusion Strategy=Late fusion2026.05 | 64.28 | 50.29 | — | |
| LDAMbeta (%)=10, Fusion Strategy=Late fusion2026.05 | 61.24 | 44.32 | — | |
| GAMObeta (%)=10, Fusion Strategy=Late fusion2026.05 | 57.31 | 36.82 | — | |
| ADSHbeta (%)=10, Fusion Strategy=Late fusion2026.05 | 55.49 | 47.31 | — |