Image Generation on CelebA-HQ 1024x1024 (test)
0.66PrecisionDiffATS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DiffATSResolution=1024 x 1024, Number of samples=10,0002026.05 | 0.66 | — | 0.25 | |
| DiffATS (Shared bases)Resolution=1024 x 1024, Number of samples=10,000, Ablation=Shared bases2026.05 | 0.51 | — | 0.32 | |
| AvgPoolResolution=1024 x 1024, Number of samples=10,0002026.05 | 0.47 | — | 0.34 | |
| DiffATS (Data-dep. bases w/o align.)Resolution=1024 x 1024, Number of samples=10,000, Ablation=Data-dependent bases without alignment2026.05 | 0.37 | — | 0.03 | |
| DCTDiffResolution=1024 x 1024, Number of samples=10,0002026.05 | 0.28 | — | 0.08 | |
| SDIFTResolution=1024 x 1024, Number of samples=10,0002026.05 | 0 | — | 0 | |
| DiffATS (Data-dep. bases w/ aug.)Resolution=1024 x 1024, Number of samples=10,000, Ablation=Data-dependent bases with augmentation2026.05 | 0 | — | 0 | |
| COCO-GANModel Parameters=N2,M2,S32, Convergence=Not fully converged2019.03 | — | 9.49 | — | |
| PGGAN2019.03 | — | 7.48 | — |