Multimodal Classification on PolyMNIST Missing Rate η=0.6
99.87AccuracyDyMoe
Evaluation results
| Method | Links | |
|---|---|---|
| DyMoeRecovery category=Dynamic Recovery, Distance metric=Squared Euclidean2026.01 | 99.87 | |
| DyMocRecovery category=Dynamic Recovery, Distance metric=Cosine2026.01 | 99.71 | |
| MTLRecovery category=Recovery-free, Incomplete modality simulation=false2026.01 | 98.43 | |
| OnlineMAERecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 98.29 | |
| ModDropRecovery category=Recovery-free, Incomplete modality simulation=false2026.01 | 97.66 | |
| MultiAERecovery category=Recovery-based, Incomplete modality simulation=true2026.01 | 97.5 | |
| M3CareRecovery category=Recovery-based, Incomplete modality simulation=true2026.01 | 97.27 | |
| MoPoERecovery category=Recovery-based, Incomplete modality simulation=true2026.01 | 96.81 | |
| MAPRecovery category=Recovery-free, Incomplete modality simulation=true2026.01 | 96.74 | |
| MultiAERecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 95.36 | |
| CMVAERecovery category=Recovery-based, Incomplete modality simulation=true2026.01 | 95.17 | |
| CMVAERecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 95.13 | |
| MUSERecovery category=Recovery-free, Incomplete modality simulation=false2026.01 | 94.73 | |
| MoPoERecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 93.93 | |
| M3CareRecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 56.66 | |
| MAPRecovery category=Recovery-free, Incomplete modality simulation=false2026.01 | 43 |