Image Space Diffusion on CelebA 64x64
4.93FIDOurs (K=16)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ours (K=16)Pruning ratio=50%, Iters=200k, MACs=6.0G, Params=19.7M2026.05 | 4.93 | 78.4 | 61.2 | |
| FeatKDPruning ratio=50%, Iters=200k, MACs=6.0G, Params=19.7M2026.05 | 5.14 | 77.3 | 61 | |
| OutKD+FeatKDPruning ratio=50%, Iters=200k, MACs=6.0G, Params=19.7M2026.05 | 5.24 | 79.7 | 60.6 | |
| w/o KDPruning ratio=50%, Iters=200k, MACs=6.0G, Params=19.7M2026.05 | 5.3 | 78 | 61.5 | |
| OutKDPruning ratio=50%, Iters=200k, MACs=6.0G, Params=19.7M2026.05 | 5.53 | 80 | 60.2 | |
| Ours (K=16)Pruning ratio=70%, Iters=240k, MACs=4.2G, Params=9.2M2026.05 | 5.97 | 77.7 | 57.7 | |
| OutKD+FeatKDPruning ratio=70%, Iters=240k, MACs=4.2G, Params=9.2M2026.05 | 6.21 | 79.5 | 57.5 | |
| FeatKDPruning ratio=70%, Iters=240k, MACs=4.2G, Params=9.2M2026.05 | 6.26 | 76.6 | 57 | |
| w/o KDPruning ratio=70%, Iters=240k, MACs=4.2G, Params=9.2M2026.05 | 6.32 | 77.9 | 57.8 | |
| OutKDPruning ratio=70%, Iters=240k, MACs=4.2G, Params=9.2M2026.05 | 6.46 | 80.5 | 56.9 | |
| TeacherPruning ratio=0%, Iters=500k, MACs=23.9G, Params=78.7M2026.05 | 6.48 | 81.2 | 58.7 | |
| Ours (K=16)Pruning ratio=90%, Iters=500k, MACs=0.8G, Params=1.3M2026.05 | 15.73 | 69 | 36.6 | |
| OutKDPruning ratio=90%, Iters=500k, MACs=0.8G, Params=1.3M2026.05 | 55.41 | 16.4 | 49.1 | |
| OutKD+FeatKDPruning ratio=90%, Iters=500k, MACs=0.8G, Params=1.3M2026.05 | 211.23 | 13 | 40.3 | |
| w/o KDPruning ratio=90%, Iters=500k, MACs=0.8G, Params=1.3M2026.05 | 223.56 | 13.5 | 40.6 | |
| FeatKDPruning ratio=90%, Iters=500k, MACs=0.8G, Params=1.3M2026.05 | 240.82 | 11.6 | 28.7 |