Image Generation on ImageNet 50k samples
2.06FIDSiT-XL
Evaluation Results
| Method | Links | |
|---|---|---|
| SiT-XLParams(M)=675, Training Steps=7M, cfg=1.52024.05 | 2.06 | |
| ComboStocParams(M)=673, Training Steps=3.1M, cfg=1.52024.05 | 2.14 | |
| DiT-XLParams(M)=675, Training Steps=7M, cfg=1.52024.05 | 2.27 | |
| Dual-Solver-RNFE=9, Type=trajectory regression-based2026.03 | 2.32 | |
| DS-SolverNFE=92026.03 | 2.41 | |
| BNS-SolverNFE=92026.03 | 2.44 | |
| Dual-Solver-RNFE=8, Type=trajectory regression-based2026.03 | 2.44 | |
| DS-SolverNFE=82026.03 | 2.48 | |
| Dual-Solver-CNFE=9, Type=classification-based2026.03 | 2.6 | |
| BNS-SolverNFE=82026.03 | 2.66 | |
| DS-SolverNFE=72026.03 | 2.7 | |
| Dual-Solver-CNFE=8, Type=classification-based2026.03 | 2.7 | |
| Dual-Solver-RNFE=7, Type=trajectory regression-based2026.03 | 2.77 | |
| Dual-Solver-CNFE=7, Type=classification-based2026.03 | 2.77 | |
| ComboStocParams(M)=673, Training Steps=800K, cfg=1.52024.05 | 2.85 | |
| DPM-Solver++NFE=92026.03 | 2.89 | |
| Dual-Solver-CNFE=6, Type=classification-based2026.03 | 2.97 | |
| Dual-Solver-CNFE=5, Type=classification-based2026.03 | 3.09 | |
| DPM-Solver++NFE=82026.03 | 3.15 | |
| BNS-SolverNFE=72026.03 | 3.43 | |
| DS-SolverNFE=62026.03 | 3.49 | |
| DPM-Solver++NFE=72026.03 | 3.65 | |
| Dual-Solver-RNFE=6, Type=trajectory regression-based2026.03 | 3.75 | |
| Dual-Solver-CNFE=4, Type=classification-based2026.03 | 3.76 | |
| DPM-Solver++NFE=62026.03 | 4.74 | |
| BNS-SolverNFE=62026.03 | 5.02 | |
| DS-SolverNFE=52026.03 | 5.64 | |
| DDIMNFE=92026.03 | 5.78 | |
| Dual-Solver-CNFE=3, Type=classification-based2026.03 | 6.81 | |
| DDIMNFE=82026.03 | 7.01 | |
| Dual-Solver-RNFE=5, Type=trajectory regression-based2026.03 | 7.49 | |
| DPM-Solver++NFE=52026.03 | 7.85 | |
| DDIMNFE=72026.03 | 9.03 | |
| BNS-SolverNFE=52026.03 | 10.31 | |
| ComboStocParams(M)=673, Training Steps=800K2024.05 | 11.41 | |
| DS-SolverNFE=42026.03 | 11.6 | |
| DDIMNFE=62026.03 | 12.55 | |
| SiT-XLParams(M)=675, Training Steps=800K2024.05 | 12.6 | |
| DiT-XLParams(M)=675, Training Steps=800K2024.05 | 14.3 | |
| Dual-Solver-RNFE=4, Type=trajectory regression-based2026.03 | 14.43 | |
| ComboStocParams(M)=673, Training Steps=400K2024.05 | 15.69 | |
| SiT-XLParams(M)=675, Training Steps=400K2024.05 | 17.2 | |
| DiT-XLParams(M)=675, Training Steps=400K2024.05 | 19.5 | |
| DPM-Solver++NFE=42026.03 | 19.53 | |
| DDIMNFE=52026.03 | 19.7 | |
| BNS-SolverNFE=42026.03 | 26.64 | |
| DS-SolverNFE=32026.03 | 34.15 | |
| DDIMNFE=42026.03 | 35.98 | |
| Dual-Solver-RNFE=3, Type=trajectory regression-based2026.03 | 45.53 | |
| BNS-SolverNFE=32026.03 | 57.88 | |
| DPM-Solver++NFE=32026.03 | 63.24 | |
| DDIMNFE=32026.03 | 70.15 |