Multimodal Synthesis on PolyMNIST
92.1Synthesis CoherenceOurs-W
Evaluation Results
| Method | Links | |
|---|---|---|
| Ours-WGeneration Protocol=Conditional2026.05 | 92.1 | |
| HELVAEGeneration Protocol=Conditional2026.05 | 91 | |
| CMVAEGeneration Protocol=Conditional2026.05 | 89.7 | |
| MMVAE+Generation Protocol=Conditional2026.05 | 86.9 | |
| MVEBMGeneration Protocol=Conditional2026.05 | 85.7 | |
| OursGeneration Protocol=Conditional2026.05 | 85.5 | |
| MWBVAEGeneration Protocol=Conditional2026.05 | 85 | |
| MMVAEGeneration Protocol=Conditional2026.05 | 84.4 | |
| CoDEVAEGeneration Protocol=Conditional2026.05 | 82.8 | |
| mmJSDGeneration Protocol=Conditional2026.05 | 78.5 | |
| CMVAEGeneration Protocol=Unconditional2026.05 | 78.1 | |
| MVEBMGeneration Protocol=Unconditional2026.05 | 73.5 | |
| MoPoEGeneration Protocol=Conditional2026.05 | 72.3 | |
| Ours-WGeneration Protocol=Unconditional2026.05 | 62.4 | |
| MVTCAEGeneration Protocol=Conditional2026.05 | 60.4 | |
| OursGeneration Protocol=Unconditional2026.05 | 59.4 | |
| HELVAEGeneration Protocol=Unconditional2026.05 | 50.8 | |
| CoDEVAEGeneration Protocol=Unconditional2026.05 | 43.1 | |
| MMVAE+Generation Protocol=Unconditional2026.05 | 42.1 | |
| MVAEGeneration Protocol=Conditional2026.05 | 30.1 | |
| MWBVAEGeneration Protocol=Unconditional2026.05 | 29.7 | |
| MoPoEGeneration Protocol=Unconditional2026.05 | 23.8 | |
| MMVAEGeneration Protocol=Unconditional2026.05 | 23.2 | |
| MVAEGeneration Protocol=Unconditional2026.05 | 11.2 | |
| mmJSDGeneration Protocol=Unconditional2026.05 | 7.6 | |
| MVTCAEGeneration Protocol=Unconditional2026.05 | 2.9 |