Image Generation on CIFAR-10 (test) (FID, FID-DINOv2)
37.2FIDDiT + DiffusionBlocks
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DiT + DiffusionBlocksBackbone=DiT-S/2, Layers=12, B (blocks)=32025.06 | 37.2 | — | |
| DiTBackbone=DiT-S/2, Layers=122025.06 | 39.83 | — | |
| PAIRFLOWNFE=10242025.12 | 39.92 | 470.05 | |
| PAIRFLOWNFE=5122025.12 | 40.85 | 470.33 | |
| PAIRFLOWNFE=2562025.12 | 42.44 | 484.27 | |
| PAIRFLOWNFE=1282025.12 | 43.79 | 486.59 | |
| UDLMNFE=10242025.12 | 47.16 | 560.75 | |
| UDLMNFE=5122025.12 | 47.61 | 553.17 | |
| UDLMNFE=2562025.12 | 50.96 | 598.54 | |
| PAIRFLOWNFE=642025.12 | 51.48 | 530.7 | |
| UDLMNFE=1282025.12 | 53.83 | 598.53 | |
| UDLMNFE=642025.12 | 62.7 | 646.47 | |
| PAIRFLOWNFE=322025.12 | 67.53 | 623.89 | |
| UDLMNFE=322025.12 | 80.4 | 755.8 | |
| PAIRFLOWNFE=162025.12 | 94.24 | 828.09 | |
| UDLMNFE=162025.12 | 114.04 | 959.39 | |
| PAIRFLOWNFE=82025.12 | 137.16 | 1,127.3 | |
| ODE + EntropicScheduler=Entropic, Number of steps=25, Sampler=ODE-Heun2026.05 | 170.78 | — | |
| ODE + CosineScheduler=Cosine, Number of steps=25, Sampler=ODE-Heun2026.05 | 170.8 | — | |
| ODE + LinearScheduler=Linear, Number of steps=25, Sampler=ODE-Heun2026.05 | 170.85 | — | |
| ODE + Power-2Scheduler=Power-2, Number of steps=25, Sampler=ODE-Heun2026.05 | 171.28 | — | |
| ODE + EntropicScheduler=Entropic, Number of steps=10, Sampler=ODE-Heun2026.05 | 172.1 | — | |
| ODE + SigmoidScheduler=Sigmoid, Number of steps=25, Sampler=ODE-Heun2026.05 | 172.68 | — | |
| ODE + LinearScheduler=Linear, Number of steps=10, Sampler=ODE-Heun2026.05 | 172.78 | — | |
| ODE + CosineScheduler=Cosine, Number of steps=10, Sampler=ODE-Heun2026.05 | 176.58 | — | |
| UDLMNFE=82025.12 | 178.11 | 1,344.44 | |
| ODE + EntropicScheduler=Entropic, Number of steps=5, Sampler=ODE-Heun2026.05 | 186.26 | — | |
| ODE + Power-2Scheduler=Power-2, Number of steps=10, Sampler=ODE-Heun2026.05 | 189.13 | — | |
| ODE + LinearScheduler=Linear, Number of steps=5, Sampler=ODE-Heun2026.05 | 200.52 | — | |
| PAIRFLOWNFE=42025.12 | 209.94 | 1,626.08 | |
| ODE + SigmoidScheduler=Sigmoid, Number of steps=10, Sampler=ODE-Heun2026.05 | 212.15 | — | |
| ODE + Entropic (raw)Scheduler=Entropic (raw), Number of steps=25, Sampler=ODE-Heun2026.05 | 227.96 | — | |
| PAIRFLOWNFE=12025.12 | 235.65 | 2,059.26 | |
| ODE + CosineScheduler=Cosine, Number of steps=5, Sampler=ODE-Heun2026.05 | 238.03 | — | |
| PAIRFLOWNFE=22025.12 | 247.18 | 1,988.21 | |
| UDLMNFE=42025.12 | 266.64 | 1,975.58 | |
| ODE + Entropic (raw)Scheduler=Entropic (raw), Number of steps=10, Sampler=ODE-Heun2026.05 | 290.11 | — | |
| UDLMNFE=22025.12 | 296.77 | 2,410.65 | |
| UDLMNFE=12025.12 | 306.45 | 2,448.46 | |
| ODE + Power-2Scheduler=Power-2, Number of steps=5, Sampler=ODE-Heun2026.05 | 316.54 | — | |
| ODE + Entropic (raw)Scheduler=Entropic (raw), Number of steps=5, Sampler=ODE-Heun2026.05 | 322.58 | — | |
| ODE + SigmoidScheduler=Sigmoid, Number of steps=5, Sampler=ODE-Heun2026.05 | 355.06 | — |