Outlier detection on ADNI (test)
10.2Likelihood RatiommSIVAE
Evaluation results
| Method | Links | |
|---|---|---|
| mmSIVAElatent dimensions (d)=15, aggregation method=MOPOE, deviation type=Dml2026.02 | 10.2 | |
| mmSIVAElatent dimensions (d)=20, aggregation method=MOPOE, deviation type=Dml2026.02 | 9.34 | |
| mmSIVAElatent dimensions (d)=15, aggregation method=MOE, deviation type=Dml2026.02 | 9.21 | |
| SIVAE (Amyloid)latent dimensions (d)=20, deviation type=Dml2026.02 | 8.83 | |
| mmSIVAElatent dimensions (d)=20, aggregation method=MOE, deviation type=Dml2026.02 | 8.56 | |
| SIVAE (MRI)latent dimensions (d)=15, deviation type=Dml2026.02 | 8.56 | |
| SIVAE (Amyloid)latent dimensions (d)=15, deviation type=Dml2026.02 | 8.41 | |
| SIVAE (MRI)latent dimensions (d)=20, deviation type=Dml2026.02 | 8.25 | |
| mmSIVAElatent dimensions (d)=20, aggregation method=POE, deviation type=Dml2026.02 | 8.1 | |
| mmVAElatent dimensions (d)=10, aggregation method=MOPOE, deviation type=Dml2026.02 | 8.1 | |
| mmVAElatent dimensions (d)=10, aggregation method=POE, deviation type=Dml2026.02 | 7.95 | |
| mmSIVAElatent dimensions (d)=15, aggregation method=POE, deviation type=Dml2026.02 | 7.86 | |
| mmSIVAElatent dimensions (d)=10, aggregation method=MOPOE, deviation type=Dml2026.02 | 7.85 | |
| mmSIVAElatent dimensions (d)=10, aggregation method=MOE, deviation type=Dml2026.02 | 7.85 | |
| JMVAElatent dimensions (d)=10, deviation type=Dml2026.02 | 7.85 | |
| mmVAElatent dimensions (d)=10, aggregation method=MOE, deviation type=Dml2026.02 | 7.57 | |
| SIVAE (MRI+Amyloid)latent dimensions (d)=15, deviation type=Dml2026.02 | 7.43 | |
| SIVAE (Amyloid)latent dimensions (d)=5, deviation type=Dml2026.02 | 7.25 | |
| SIVAE (MRI)latent dimensions (d)=5, deviation type=Dml2026.02 | 7.22 | |
| mmSIVAElatent dimensions (d)=5, aggregation method=MOPOE, deviation type=Dml2026.02 | 7.21 | |
| mmSIVAElatent dimensions (d)=5, aggregation method=MOE, deviation type=Dml2026.02 | 7.21 | |
| mmJSDlatent dimensions (d)=10, deviation type=Dml2026.02 | 7.21 | |
| mmSIVAElatent dimensions (d)=5, aggregation method=POE, deviation type=Dml2026.02 | 7.05 | |
| SIVAE (MRI+Amyloid)latent dimensions (d)=20, deviation type=Dml2026.02 | 6.9 | |
| SIVAE (MRI)latent dimensions (d)=10, deviation type=Dml2026.02 | 6.85 | |
| MVTCAElatent dimensions (d)=10, deviation type=Dml2026.02 | 6.83 | |
| mmSIVAElatent dimensions (d)=10, aggregation method=POE, deviation type=Dml2026.02 | 6.82 | |
| SIVAE (Amyloid)latent dimensions (d)=10, deviation type=Dml2026.02 | 6.82 | |
| mmVAElatent dimensions (d)=5, aggregation method=MOPOE, deviation type=Dml2026.02 | 6.73 | |
| MVTCAElatent dimensions (d)=5, deviation type=Dml2026.02 | 6.34 | |
| mmJSDlatent dimensions (d)=5, deviation type=Dml2026.02 | 6.31 | |
| mmVAElatent dimensions (d)=5, aggregation method=MOE, deviation type=Dml2026.02 | 6.26 | |
| mmVAElatent dimensions (d)=5, aggregation method=POE, deviation type=Dml2026.02 | 6.21 | |
| SIVAE (MRI+Amyloid)latent dimensions (d)=10, deviation type=Dml2026.02 | 5.86 | |
| mmVAElatent dimensions (d)=15, aggregation method=MOPOE, deviation type=Dml2026.02 | 5.72 | |
| mmVAElatent dimensions (d)=20, aggregation method=MOE, deviation type=Dml2026.02 | 5.68 | |
| mmVAElatent dimensions (d)=15, aggregation method=POE, deviation type=Dml2026.02 | 5.68 | |
| JMVAElatent dimensions (d)=5, deviation type=Dml2026.02 | 5.68 | |
| MVTCAElatent dimensions (d)=15, deviation type=Dml2026.02 | 5.56 | |
| mmVAElatent dimensions (d)=15, aggregation method=MOE, deviation type=Dml2026.02 | 5.45 | |
| mmJSDlatent dimensions (d)=20, deviation type=Dml2026.02 | 5.25 | |
| JMVAElatent dimensions (d)=15, deviation type=Dml2026.02 | 5.1 | |
| SIVAE (MRI+Amyloid)latent dimensions (d)=5, deviation type=Dml2026.02 | 4.91 | |
| mmVAElatent dimensions (d)=20, aggregation method=POE, deviation type=Dml2026.02 | 4.89 | |
| mmJSDlatent dimensions (d)=15, deviation type=Dml2026.02 | 4.66 | |
| mmVAElatent dimensions (d)=20, aggregation method=MOPOE, deviation type=Dml2026.02 | 4.56 | |
| JMVAElatent dimensions (d)=20, deviation type=Dml2026.02 | 4.51 | |
| MVTCAElatent dimensions (d)=20, deviation type=Dml2026.02 | 3.82 | |
| mmSIVAE (MOPOE)Latent dimension (d)=20, Deviation type=Dmf, Latent space aggregation method=MOPOE2026.02 | 3.34 | |
| mmSIVAE (MOPOE)Latent dimension (d)=15, Deviation type=Dmf, Latent space aggregation method=MOPOE2026.02 | 3.29 | |
| mmSIVAE (POE)Latent dimension (d)=20, Deviation type=Dmf, Latent space aggregation method=POE2026.02 | 3.09 | |
| SIVAE (MRI)Latent dimension (d)=20, Deviation type=Dmf, Modality=MRI2026.02 | 3.05 | |
| mmSIVAE (MOE)Latent dimension (d)=20, Deviation type=Dmf, Latent space aggregation method=MOE2026.02 | 2.94 | |
| SIVAE (Amy)Latent dimension (d)=20, Deviation type=Dmf, Modality=Amyloid2026.02 | 2.91 | |
| mmSIVAE (POE)Latent dimension (d)=15, Deviation type=Dmf, Latent space aggregation method=POE2026.02 | 2.85 | |
| SIVAE (MRI+Amy)Latent dimension (d)=20, Deviation type=Dmf, Modality=MRI+Amyloid2026.02 | 2.85 | |
| mmSIVAE (MOE)Latent dimension (d)=10, Deviation type=Dmf, Latent space aggregation method=MOE2026.02 | 2.77 | |
| mmSIVAE (MOPOE)Latent dimension (d)=10, Deviation type=Dmf, Latent space aggregation method=MOPOE2026.02 | 2.76 | |
| SIVAE (Amy)Latent dimension (d)=15, Deviation type=Dmf, Modality=Amyloid2026.02 | 2.75 | |
| SIVAE (MRI)Latent dimension (d)=15, Deviation type=Dmf, Modality=MRI2026.02 | 2.72 | |
| mmSIVAE (POE)Latent dimension (d)=10, Deviation type=Dmf, Latent space aggregation method=POE2026.02 | 2.68 | |
| SIVAE (MRI+Amy)Latent dimension (d)=15, Deviation type=Dmf, Modality=MRI+Amyloid2026.02 | 2.62 | |
| mmSIVAE (POE)Latent dimension (d)=5, Deviation type=Dmf, Latent space aggregation method=POE2026.02 | 2.57 | |
| SIVAE (Amy)Latent dimension (d)=10, Deviation type=Dmf, Modality=Amyloid2026.02 | 2.57 | |
| mmSIVAE (MOE)Latent dimension (d)=15, Deviation type=Dmf, Latent space aggregation method=MOE2026.02 | 2.55 | |
| mmVAE (MOPOE)Latent dimension (d)=10, Deviation type=Dmf, Latent space aggregation method=MOPOE2026.02 | 2.52 | |
| mmSIVAE (MOE)Latent dimension (d)=5, Deviation type=Dmf, Latent space aggregation method=MOE2026.02 | 2.45 | |
| SIVAE (MRI)Latent dimension (d)=10, Deviation type=Dmf, Modality=MRI2026.02 | 2.45 | |
| mmSIVAE (MOPOE)Latent dimension (d)=5, Deviation type=Dmf, Latent space aggregation method=MOPOE2026.02 | 2.42 | |
| JMVAELatent dimension (d)=10, Deviation type=Dmf2026.02 | 2.33 | |
| SIVAE (Amy)Latent dimension (d)=5, Deviation type=Dmf, Modality=Amyloid2026.02 | 2.32 | |
| mmVAE (MOE)Latent dimension (d)=15, Deviation type=Dmf, Latent space aggregation method=MOE2026.02 | 2.22 | |
| SIVAE (MRI)Latent dimension (d)=5, Deviation type=Dmf, Modality=MRI2026.02 | 2.21 | |
| mmJSDLatent dimension (d)=5, Deviation type=Dmf2026.02 | 2.21 | |
| mmVAE (MOPOE)Latent dimension (d)=15, Deviation type=Dmf, Latent space aggregation method=MOPOE2026.02 | 2.16 | |
| JMVAELatent dimension (d)=15, Deviation type=Dmf2026.02 | 2.1 | |
| SIVAE (MRI+Amy)Latent dimension (d)=10, Deviation type=Dmf, Modality=MRI+Amyloid2026.02 | 2.04 | |
| SIVAE (MRI+Amy)Latent dimension (d)=5, Deviation type=Dmf, Modality=MRI+Amyloid2026.02 | 1.96 | |
| mmVAE (MOE)Latent dimension (d)=10, Deviation type=Dmf, Latent space aggregation method=MOE2026.02 | 1.92 | |
| mmVAE (MOPOE)Latent dimension (d)=5, Deviation type=Dmf, Latent space aggregation method=MOPOE2026.02 | 1.85 | |
| mmJSDLatent dimension (d)=10, Deviation type=Dmf2026.02 | 1.81 | |
| mmVAE (POE)Latent dimension (d)=15, Deviation type=Dmf, Latent space aggregation method=POE2026.02 | 1.77 | |
| mmVAE (MOPOE)Latent dimension (d)=20, Deviation type=Dmf, Latent space aggregation method=MOPOE2026.02 | 1.76 | |
| JMVAELatent dimension (d)=20, Deviation type=Dmf2026.02 | 1.75 | |
| mmVAE (POE)Latent dimension (d)=20, Deviation type=Dmf, Latent space aggregation method=POE2026.02 | 1.68 | |
| JMVAELatent dimension (d)=5, Deviation type=Dmf2026.02 | 1.68 | |
| MVTCAELatent dimension (d)=10, Deviation type=Dmf2026.02 | 1.68 | |
| mmVAE (MOE)Latent dimension (d)=5, Deviation type=Dmf, Latent space aggregation method=MOE2026.02 | 1.67 | |
| mmVAE (POE)Latent dimension (d)=10, Deviation type=Dmf, Latent space aggregation method=POE2026.02 | 1.53 | |
| MVTCAELatent dimension (d)=15, Deviation type=Dmf2026.02 | 1.52 | |
| mmJSDLatent dimension (d)=15, Deviation type=Dmf2026.02 | 1.4 | |
| mmVAE (POE)Latent dimension (d)=5, Deviation type=Dmf, Latent space aggregation method=POE2026.02 | 1.37 | |
| MVTCAELatent dimension (d)=5, Deviation type=Dmf2026.02 | 1.35 | |
| mmVAE (MOE)Latent dimension (d)=20, Deviation type=Dmf, Latent space aggregation method=MOE2026.02 | 1.32 | |
| mmJSDLatent dimension (d)=20, Deviation type=Dmf2026.02 | 1.25 | |
| MVTCAELatent dimension (d)=20, Deviation type=Dmf2026.02 | 1.21 |