Image Generation on LSUN Bedroom 256x256
2.35FIDStyleGAN2
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| StyleGAN2Params=60M2021.11 | 2.35 | — | — | — | — | |
| Discrete Absorbing DiffusionParams=145M, t=0.92021.11 | 3.64 | — | — | — | — | |
| Discrete Absorbing DiffusionParams=145M, t=12021.11 | 5.07 | — | — | — | — | |
| ImageBARTParams=2104M2021.11 | 5.51 | — | — | — | — | |
| TTParams=600M2021.11 | 6.35 | — | — | — | — | |
| DDPMParams=114M2021.11 | 6.36 | — | — | — | — | |
| DCTParams=448M2021.11 | 6.4 | — | — | — | — | |
| Teacher†Pruning ratio=0%, Iters=2400k, MACs=248.7G, Params=113.7M2026.05 | 6.9 | — | — | — | — | |
| PGGANParams=47M2021.11 | 8.34 | — | — | — | — | |
| Ours (K=16)Pruning ratio=30%, Iters=200k, MACs=138.8G, Params=63.2M2026.05 | 16.57 | 54.4 | 56.2 | — | — | |
| w/o KD†Pruning ratio=30%, Iters=200k, MACs=138.8G, Params=63.2M2026.05 | 18.6 | — | — | — | — | |
| w/o KDPruning ratio=30%, Iters=200k, MACs=138.8G, Params=63.2M2026.05 | 22.98 | 45.7 | 60.5 | — | — | |
| OutKD+FeatKDPruning ratio=30%, Iters=200k, MACs=138.8G, Params=63.2M2026.05 | 23.35 | 46.5 | 57.3 | — | — | |
| Ours (K=16)Pruning ratio=50%, Iters=500k, MACs=62.4G, Params=28.5M2026.05 | 30.49 | 36.6 | 54.1 | — | — | |
| Ours (K=16)Pruning ratio=70%, Iters=700k, MACs=52.4G, Params=12.6M2026.05 | 37.96 | 32.6 | 47 | — | — | |
| OutKD+FeatKDPruning ratio=50%, Iters=500k, MACs=62.4G, Params=28.5M2026.05 | 69.21 | 20.1 | 53.2 | — | — | |
| DCT2021.11 | — | 44 | 56 | — | — | |
| Discrete Absorbing Diffusiont=1.02021.11 | — | 64 | 38 | 1.27 | 0.81 | |
| Discrete Absorbing Diffusiont=0.92021.11 | — | 67 | 38 | 1.51 | 0.83 | |
| PGGAN2021.11 | — | 43 | 40 | 0.7 | 0.64 | |
| StyleGAN2021.11 | — | 55 | 48 | 0.96 | 0.8 | |
| TT2021.11 | — | 61 | 33 | 1.15 | 0.75 |