Image Generation on ImageNet-1K 256x256 (train val)
2.06FIDSiT-XL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SiT-XLSampling Steps=250, Param Count=675M, Epochs Trained=6402026.05 | 2.06 | — | — | — | |
| DiT-XLSampling Steps=500, Param Count=675M, Epochs Trained=6402026.05 | 2.27 | — | — | — | |
| RecFM-XLSampling Steps=16, Param Count=675M, Epochs Trained=1602026.05 | 2.49 | — | — | — | |
| RecFM-XLSampling Steps=128, Param Count=675M, Epochs Trained=1602026.05 | 2.53 | — | — | — | |
| RecFM-XLSampling Steps=8, Param Count=675M, Epochs Trained=1602026.05 | 3.22 | — | — | — | |
| LDM-4-GSampling Steps=500, Param Count=400M, Epochs Trained=1062026.05 | 3.6 | — | — | — | |
| Shortcut Model (XL)Sampling Steps=128, Param Count=676M, Epochs Trained=2502026.05 | 3.8 | — | — | — | |
| ADM-GSampling Steps=250, Epochs Trained=4262026.05 | 4.59 | — | — | — | |
| FPsteps=50, cfg=1.5, Bit-width (W/A)=32/322025.09 | 6.62 | 239.5 | 21.1 | 78.49 | |
| Baselinesteps=50, cfg=4.0, Bit-width (W/A)=1.58/32025.09 | 10.83 | 254.92 | 21.68 | 85.85 | |
| RobuQsteps=50, cfg=4.0, Bit-width (W/A)=1.58/22025.09 | 11.06 | 273.58 | 21.57 | 87.51 | |
| RobuQ (w/o AMP)steps=150, cfg=4.0, Bit-width (W/A)=1.58/22025.09 | 11.17 | 220.47 | 20.1 | 85.73 | |
| Baselinesteps=150, cfg=4.0, Bit-width (W/A)=1.58/32025.09 | 11.55 | 271.27 | 20.76 | 88.76 | |
| Bitnetv2steps=50, cfg=4.0, Bit-width (W/A)=1.58/42025.09 | 11.69 | 196.78 | 21.44 | 83.7 | |
| Bitnetv2steps=150, cfg=4.0, Bit-width (W/A)=1.58/42025.09 | 11.72 | 206.28 | 20.62 | 85.91 | |
| RobuQsteps=150, cfg=4.0, Bit-width (W/A)=1.58/22025.09 | 11.86 | 281.73 | 21.94 | 89.22 | |
| RobuQ (w/o AMP)steps=50, cfg=4.0, Bit-width (W/A)=1.58/22025.09 | 11.97 | 200 | 21.73 | 81.88 | |
| RobuQ (w/o AMP)steps=50, cfg=4.0, Bit-width (W/A)=1.58/32025.09 | 12.31 | 325.56 | 19.94 | 90.53 | |
| RobuQ (w/o AMP)steps=50, cfg=4.0, Bit-width (W/A)=1.58/42025.09 | 12.64 | 349.22 | 19.69 | 91.86 | |
| RobuQsteps=50, cfg=4.0, Bit-width (W/A)=1.58/32025.09 | 12.71 | 342.94 | 19.87 | 91.29 | |
| Baselinesteps=50, cfg=4.0, Bit-width (W/A)=1.58/42025.09 | 12.82 | 342.07 | 20.05 | 90.92 | |
| RobuQ (w/o AMP)steps=150, cfg=4.0, Bit-width (W/A)=1.58/32025.09 | 13.65 | 333.62 | 20.75 | 91.8 | |
| RobuQ (w/o AMP)steps=150, cfg=4.0, Bit-width (W/A)=1.58/42025.09 | 13.82 | 348.4 | 20.32 | 92.25 | |
| Baselinesteps=150, cfg=4.0, Bit-width (W/A)=1.58/42025.09 | 13.92 | 344.43 | 20.75 | 91.67 | |
| RobuQsteps=150, cfg=4.0, Bit-width (W/A)=1.58/32025.09 | 14.27 | 342.73 | 20.63 | 92.47 | |
| BinaryDMsteps=150, cfg=4.0, Bit-width (W/A)=1.58/42025.09 | 15.5 | 124.78 | 21.66 | 75.75 | |
| BinaryDMsteps=50, cfg=4.0, Bit-width (W/A)=1.58/42025.09 | 17.08 | 115.52 | 23.15 | 72.3 | |
| RobuQ (w/o AMP)steps=50, cfg=1.5, Bit-width (W/A)=1.58/42025.09 | 17.97 | 103.24 | 26.95 | 65.77 | |
| FPsteps=50, cfg=4.0, Bit-width (W/A)=32/322025.09 | 19.11 | 478.35 | 21.61 | 92.98 | |
| FPsteps=150, cfg=4.0, Bit-width (W/A)=32/322025.09 | 19.67 | 479.72 | 22.94 | 93.01 | |
| Baselinesteps=50, cfg=1.5, Bit-width (W/A)=1.58/42025.09 | 20.82 | 95.07 | 27.53 | 61.52 | |
| RobuQsteps=50, cfg=1.5, Bit-width (W/A)=1.58/32025.09 | 21.4 | 93.75 | 26.99 | 61.9 | |
| RobuQ (w/o AMP)steps=50, cfg=1.5, Bit-width (W/A)=1.58/32025.09 | 24.44 | 83.84 | 29.18 | 60.01 | |
| RobuQsteps=50, cfg=1.5, Bit-width (W/A)=1.58/22025.09 | 30.3 | 66.74 | 30.66 | 56.8 | |
| Baselinesteps=50, cfg=1.5, Bit-width (W/A)=1.58/32025.09 | 40.23 | 51.31 | 35.64 | 49.46 | |
| Bitnetv2steps=50, cfg=1.5, Bit-width (W/A)=1.58/42025.09 | 41.59 | 44.32 | 34.09 | 50.02 | |
| RobuQ (w/o AMP)steps=50, cfg=1.5, Bit-width (W/A)=1.58/22025.09 | 43.31 | 45.65 | 38.89 | 49.17 | |
| BinaryDMsteps=50, cfg=1.5, Bit-width (W/A)=1.58/42025.09 | 62.91 | 25.63 | 38.28 | 37.65 | |
| Baselinesteps=150, cfg=4.0, Bit-width (W/A)=1.58/22025.09 | 68.04 | 23.22 | 30.84 | 29.99 | |
| Baselinesteps=50, cfg=4.0, Bit-width (W/A)=1.58/22025.09 | 75.02 | 20.65 | 35.81 | 28.12 | |
| Baselinesteps=50, cfg=1.5, Bit-width (W/A)=1.58/22025.09 | 120.49 | 10.63 | 62.29 | 20.91 |