VAE Metric Correlation on ImageNet (val)
0.89PCCiFID
Evaluation results
| Method | Links | ||
|---|---|---|---|
| iFIDDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/o cfg2026.03 | 0.89 | 0.91 | |
| iFIDDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/ cfg2026.03 | 0.88 | 0.92 | |
| iFIDDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/o cfg2026.03 | 0.85 | 0.86 | |
| iFIDDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/ cfg2026.03 | 0.82 | 0.84 | |
| Diffusion LossDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/o cfg2026.03 | 0.34 | 0.37 | |
| GMM LossDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/o cfg2026.03 | 0.28 | 0.01 | |
| GMM LossDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/o cfg2026.03 | 0.25 | 0.04 | |
| GMM LossDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/ cfg2026.03 | 0.25 | 0.05 | |
| Diffusion LossDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/ cfg2026.03 | 0.24 | 0.29 | |
| GMM LossDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/ cfg2026.03 | 0.23 | -0.02 | |
| Diffusion LossDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/ cfg2026.03 | 0.22 | 0.2 | |
| Diffusion LossDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/o cfg2026.03 | 0.21 | 0.24 | |
| VF LossDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/o cfg2026.03 | 0.17 | 0.11 | |
| VF LossDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/o cfg2026.03 | 0.1 | 0.05 | |
| VF LossDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/ cfg2026.03 | 0.09 | 0.03 | |
| VF LossDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/ cfg2026.03 | 0.09 | -0.01 | |
| rFIDDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/o cfg2026.03 | -0.04 | -0.31 | |
| rFIDDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/o cfg2026.03 | -0.06 | -0.21 | |
| rFIDDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/ cfg2026.03 | -0.07 | -0.31 | |
| rFIDDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/ cfg2026.03 | -0.15 | -0.31 | |
| EQ LossDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/ cfg2026.03 | -0.37 | -0.13 | |
| EQ LossDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/o cfg2026.03 | -0.39 | -0.15 | |
| EQ LossDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/o cfg2026.03 | -0.62 | -0.52 | |
| SE LossDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/o cfg2026.03 | -0.7 | -0.7 | |
| LPIPSDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/ cfg2026.03 | -0.72 | -0.76 | |
| LPIPSDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/o cfg2026.03 | -0.73 | -0.74 | |
| LPIPSDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/o cfg2026.03 | -0.73 | -0.72 | |
| LPIPSDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/ cfg2026.03 | -0.73 | -0.79 | |
| SE LossDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/ cfg2026.03 | -0.75 | -0.83 | |
| -SSIMDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/o cfg2026.03 | -0.77 | -0.78 | |
| -SSIMDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/ cfg2026.03 | -0.77 | -0.85 | |
| SE LossDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/o cfg2026.03 | -0.77 | -0.7 | |
| -SSIMDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/o cfg2026.03 | -0.78 | -0.81 | |
| EQ LossDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/ cfg2026.03 | -0.78 | -0.76 | |
| -PSNRDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/o cfg2026.03 | -0.79 | -0.78 | |
| -PSNRDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/ cfg2026.03 | -0.79 | -0.85 | |
| SE LossDiffusion Model Backbone=SiT-XL, Classifier-Free Guidance=w/ cfg2026.03 | -0.79 | -0.79 | |
| -SSIMDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/ cfg2026.03 | -0.8 | -0.84 | |
| -PSNRDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/o cfg2026.03 | -0.81 | -0.81 | |
| -PSNRDiffusion Model Backbone=SiT-B, Classifier-Free Guidance=w/ cfg2026.03 | -0.83 | -0.82 |