Text-to-Image Generation on LAION 10K 5B (test)
10.68FIDPixArt-Σ w/ DiffCR-LT
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PixArt-Σ w/ DiffCR-LTDiT C.R.=20%, Resolution=512x512, Training-free (TF)=false2024.12 | 10.68 | 0.238 | 13,957.2 | 179.71 | 1.664 | 111,657.3 | 1,415.63 | 12.021 | |
| PixArt-Σ (Fine-tuned)DiT C.R.=0%, Resolution=512x512, Training-free (TF)=false2024.12 | 11.93 | 0.242 | 17,361.7 | 225.38 | 1.798 | 138,893.9 | 1,784.64 | 13.107 | |
| PixArt-Σ w/ DiffCR-LDiT C.R.=20%, Resolution=512x512, Training-free (TF)=false2024.12 | 12.28 | 0.232 | 13,967.1 | 180.84 | 1.662 | 111,737 | 1,425.3 | 12.015 | |
| PixArt-Σ w/ MoDDiT C.R.=20%, Resolution=512x512, Training-free (TF)=false2024.12 | 22.78 | 0.207 | 13,949.3 | 178.89 | 1.659 | 111,594.2 | 1,402.96 | 11.987 | |
| PixArt-Σ w/ ToMe (TF)DiT C.R.=10%, Resolution=512x512, Training-free (TF)=true2024.12 | 68.51 | 0.211 | 16,391.4 | 224.04 | 1.674 | 131,131.6 | 1,772.84 | 12.087 | |
| PixArt-ΣDiT C.R.=0%, Resolution=512x512, Training-free (TF)=false2024.12 | 151 | 0.173 | 17,361.7 | 225.38 | 1.798 | 138,893.9 | 1,784.64 | 13.107 | |
| PixArt-Σ w/ AT-EDM (TF)DiT C.R.=20%, Resolution=512x512, Training-free (TF)=true2024.12 | 251.79 | 0.129 | 15,132.7 | 196.88 | 1.617 | 121,061.2 | 1,548.8 | 11.87 | |
| PixArt-Σ w/ ToMe (TF)DiT C.R.=20%, Resolution=512x512, Training-free (TF)=true2024.12 | 345.91 | 0.122 | 15,421.2 | 213.79 | 1.546 | 123,369.2 | 1,681.83 | 11.078 |