Image Generation on MNIST 28x28 (test)
98.2F1 Score (8)MCL-GAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MCL-GAN2026.01 | 98.2 | 98 | 98.2 | 98 | |
| GMAN2026.01 | 97.78 | 96.52 | 97.8 | 96.53 | |
| KL + DCGANarchitecture=DCGAN, divergence type=Kullback-Leibler2026.01 | 96.11 | 90.58 | 96.2 | 90.5 | |
| TV + DCGANarchitecture=DCGAN, divergence type=Total Variation2026.01 | 94.97 | 92.83 | 95 | 92.8 | |
| JS + DCGANarchitecture=DCGAN, divergence type=Jensen-Shannon2026.01 | 94.71 | 95.19 | 94.67 | 95.21 | |
| Hell2 + DCGANarchitecture=DCGAN, divergence type=Squared Hellinger2026.01 | 93.84 | 96.75 | 93.82 | 96.81 | |
| DCGANarchitecture=DCGAN2026.01 | 93.54 | 75.66 | 93.85 | 75.43 | |
| KLm (rank resolution)=50, divergence type=Kullback-Leibler2026.01 | 91.59 | 91.11 | 91.62 | 91.11 | |
| KLm (rank resolution)=20, divergence type=Kullback-Leibler2026.01 | 90.5 | 90.21 | 90.5 | 90.18 | |
| TVm (rank resolution)=50, divergence type=Total Variation2026.01 | 88.89 | 94.9 | 88.8 | 95.08 | |
| TVm (rank resolution)=20, divergence type=Total Variation2026.01 | 88.09 | 93.91 | 88.01 | 94.25 | |
| JSm (rank resolution)=50, divergence type=Jensen-Shannon2026.01 | 87.73 | 96.84 | 87.6 | 97.09 | |
| JSm (rank resolution)=20, divergence type=Jensen-Shannon2026.01 | 86.64 | 96.13 | 86.48 | 96.32 | |
| Hell2m (rank resolution)=50, divergence type=Squared Hellinger2026.01 | 83.83 | 98.43 | 83.62 | 98.71 | |
| Hell2m (rank resolution)=20, divergence type=Squared Hellinger2026.01 | 83 | 97.92 | 82.81 | 98.23 |