Conditional Multi-component Generation on PolyMNIST
58.95FIDMVTCAE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MVTCAESynthesis Mode=Conditional2026.05 | 58.95 | — | — | |
| Ours-WSynthesis Mode=Conditional2026.05 | 64.12 | — | — | |
| OursSynthesis Mode=Conditional2026.05 | 68.52 | — | — | |
| MVEBMSynthesis Mode=Conditional2026.05 | 70.45 | — | — | |
| CMVAESynthesis Mode=Conditional2026.05 | 74.53 | — | — | |
| MMVAE+Synthesis Mode=Conditional2026.05 | 80.75 | — | — | |
| MMVAE+Protocol=Conditional2025.07 | 82.05 | 0.856 | 0.994 | |
| MVAESynthesis Mode=Conditional2026.05 | 82.59 | — | — | |
| MVAEProtocol=Conditional2025.07 | 94.71 | 0.448 | 0.993 | |
| HELVAESynthesis Mode=Conditional2026.05 | 116.83 | — | — | |
| MMVAESynthesis Mode=Conditional2026.05 | 150.83 | — | — | |
| MoPoESynthesis Mode=Conditional2026.05 | 160.29 | — | — | |
| MoPoE-VAEProtocol=Conditional2025.07 | 162.74 | 0.475 | 0.995 | |
| mmJSDSynthesis Mode=Conditional2026.05 | 178.27 | — | — | |
| GMRF MCVAEProtocol=Conditional2025.07 | 180.76 | 0.869 | 0.995 | |
| CoDEVAESynthesis Mode=Conditional2026.05 | 196.64 | — | — | |
| MMVAEProtocol=Conditional2025.07 | 198.8 | 0.517 | 0.995 | |
| MWBVAESynthesis Mode=Conditional2026.05 | 206.88 | — | — |