Class-conditional Image Generation on CIFAR-10 conditional
7.53FIDDEFAR w/o ADR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DEFAR w/o ADRBackbone=SiT-B/4, Params=131M, Iters=200k, Hour=16, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=true2026.06 | 7.53 | 5.53 | 9.1 | 67.7 | 50.6 | |
| DEFARBackbone=SiT-B/4, Params=131M, Iters=180k, Hour=15, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=true2026.06 | 7.56 | 5.21 | 9.06 | 68.2 | 50 | |
| DEFAR w/o FCBackbone=SiT-B/4, Params=131M, Iters=200k, Hour=12, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=true2026.06 | 7.62 | 6.21 | 9.05 | 66.9 | 50.7 | |
| DEFARBackbone=SiT-B/4, Params=131M, Iters=120k, Hour=10, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=true2026.06 | 7.73 | 5.13 | 9.01 | 66.7 | 51.4 | |
| SDSSBackbone=SiT-B/4, Params=131M, Iters=250k, Hour=15, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=true2026.06 | 8.27 | 5.41 | 8.91 | 67.9 | 50.6 | |
| MDSS (4steps)Backbone=SiT-B/4, Params=131M, Iters=250k, Hour=15, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=true2026.06 | 8.45 | 5.93 | 9.06 | 68.9 | 48.4 | |
| IPBackbone=SiT-B/4, Params=131M, Iters=250k, Hour=11, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=true2026.06 | 8.76 | 5.58 | 8.97 | 68.5 | 50 | |
| SiT (origin)Backbone=SiT-B/4, Params=131M, Iters=250k, Hour=11, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=true2026.06 | 9.36 | 5.73 | 8.9 | 67.6 | 50 | |
| DEFARBackbone=SiT-B/4, Params=131M, Iters=180k, Hour=15, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=false2026.06 | 11.22 | 5.32 | 8.31 | 61.8 | 55.3 | |
| DEFAR w/o ADRBackbone=SiT-B/4, Params=131M, Iters=200k, Hour=16, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=false2026.06 | 11.25 | 5.71 | 8.3 | 60.1 | 55.7 | |
| DEFAR w/o FCBackbone=SiT-B/4, Params=131M, Iters=200k, Hour=12, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=false2026.06 | 11.61 | 6.07 | 8.3 | 59.9 | 55.6 | |
| DEFARBackbone=SiT-B/4, Params=131M, Iters=120k, Hour=10, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=false2026.06 | 12.01 | 5.46 | 8.27 | 60.5 | 55.5 | |
| MDSS (4steps)Backbone=SiT-B/4, Params=131M, Iters=250k, Hour=15, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=false2026.06 | 12.73 | 6.29 | 8.25 | 63.1 | 52.9 | |
| SDSSBackbone=SiT-B/4, Params=131M, Iters=250k, Hour=15, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=false2026.06 | 13.27 | 5.97 | 8.21 | 61.2 | 55 | |
| IPBackbone=SiT-B/4, Params=131M, Iters=250k, Hour=11, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=false2026.06 | 13.63 | 6.43 | 8.18 | 62.4 | 53.9 | |
| SiT (origin)Backbone=SiT-B/4, Params=131M, Iters=250k, Hour=11, Sampling steps (NFE)=50, Classifier-Free Guidance (CFG)=false2026.06 | 14.09 | 6.28 | 8.22 | 61.7 | 53.8 |