Multimodal Classification on PolyMNIST Missing Rate η=0.8
96.81AccuracyDyMoe
Evaluation results
| Method | Links | |
|---|---|---|
| DyMoeRecovery category=Dynamic Recovery, Distance metric=Squared Euclidean2026.01 | 96.81 | |
| DyMocRecovery category=Dynamic Recovery, Distance metric=Cosine2026.01 | 96.61 | |
| CMVAERecovery category=Recovery-based, Incomplete modality simulation=true2026.01 | 95.2 | |
| CMVAERecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 95.11 | |
| MTLRecovery category=Recovery-free, Incomplete modality simulation=false2026.01 | 91.14 | |
| OnlineMAERecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 90.09 | |
| MultiAERecovery category=Recovery-based, Incomplete modality simulation=true2026.01 | 89.86 | |
| ModDropRecovery category=Recovery-free, Incomplete modality simulation=false2026.01 | 88.44 | |
| M3CareRecovery category=Recovery-based, Incomplete modality simulation=true2026.01 | 87.92 | |
| MoPoERecovery category=Recovery-based, Incomplete modality simulation=true2026.01 | 87.06 | |
| MultiAERecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 84.39 | |
| MoPoERecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 79.84 | |
| MUSERecovery category=Recovery-free, Incomplete modality simulation=false2026.01 | 77.56 | |
| MAPRecovery category=Recovery-free, Incomplete modality simulation=true2026.01 | 76.2 | |
| M3CareRecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 40.53 | |
| MAPRecovery category=Recovery-free, Incomplete modality simulation=false2026.01 | 23.19 |