Class-conditional image generation on CIFAR10
52.6Guidance Classifier AccuracyAdamDPS
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AdamDPSClassifier type=Standard Classifier2026.03 | 52.6 | 53.2 | 51.2 | 52.6 | 58 | |
| DPSClassifier type=Standard Classifier2026.03 | 42.8 | 39.4 | 40.3 | 42.8 | 32.3 | |
| TFGSampling iterations (Niter)=1, Classifier type=Standard Classifier2026.03 | 39.4 | 37.5 | 38.8 | 39.4 | 50.3 | |
| UGDSampling iterations (Niter)=4, Classifier type=Standard Classifier2026.03 | 31.9 | 28.9 | 30.3 | 31.9 | 37.2 | |
| MPGDClassifier type=Standard Classifier2026.03 | 26.7 | 24.9 | 24.3 | 26.7 | 34.1 | |
| UGDSampling iterations (Niter)=2, Classifier type=Standard Classifier2026.03 | 24.6 | 22.9 | 23.1 | 24.6 | 32.4 | |
| LGDClassifier type=Standard Classifier2026.03 | 21.8 | 19.6 | 18.1 | 21.8 | 31 | |
| AdamMPGDClassifier type=Standard Classifier2026.03 | 20.7 | 20.3 | 20.2 | 20.7 | 29.9 | |
| TFGSampling iterations (Niter)=4, Classifier type=Standard Classifier2026.03 | 19.4 | 17.1 | 16.7 | 19.4 | 26.1 | |
| TFGSampling iterations (Niter)=2, Classifier type=Standard Classifier2026.03 | 17 | 15.4 | 14.7 | 17 | 25.1 | |
| RED-diffClassifier type=Standard Classifier2026.03 | 10.7 | 9.9 | 10.2 | 10.7 | 203.8 | |
| UGDSampling iterations (Niter)=1, Classifier type=Standard Classifier2026.03 | 9.3 | 9.7 | 10.2 | 9.3 | 25.4 |