Multimodal Classification on PolyMNIST Missing Rate η=0
100AccuracyOnlineMAE
Evaluation results
| Method | Links | |
|---|---|---|
| OnlineMAERecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 100 | |
| DyMocRecovery category=Dynamic Recovery, Distance metric=Cosine2026.01 | 100 | |
| DyMoeRecovery category=Dynamic Recovery, Distance metric=Squared Euclidean2026.01 | 100 | |
| M3CareRecovery category=Recovery-based, Incomplete modality simulation=true2026.01 | 99.99 | |
| MAPRecovery category=Recovery-free, Incomplete modality simulation=true2026.01 | 99.99 | |
| ModDropRecovery category=Recovery-free, Incomplete modality simulation=false2026.01 | 99.97 | |
| MTLRecovery category=Recovery-free, Incomplete modality simulation=false2026.01 | 99.97 | |
| MultiAERecovery category=Recovery-based, Incomplete modality simulation=true2026.01 | 99.94 | |
| M3CareRecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 99.93 | |
| MUSERecovery category=Recovery-free, Incomplete modality simulation=false2026.01 | 99.93 | |
| MAPRecovery category=Recovery-free, Incomplete modality simulation=false2026.01 | 99.86 | |
| MoPoERecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 99.79 | |
| MultiAERecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 99.77 | |
| MoPoERecovery category=Recovery-based, Incomplete modality simulation=true2026.01 | 99.63 | |
| CMVAERecovery category=Recovery-based, Incomplete modality simulation=false2026.01 | 94.93 | |
| CMVAERecovery category=Recovery-based, Incomplete modality simulation=true2026.01 | 94.59 |