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ResearchFormerly WizWand

Image Generation on CIFAR-10 (test) (FID, FID-DINOv2)

37.2FIDDiT + DiffusionBlocks
24.4856110.3078196.13281.9522Jun 17, 2025Aug 11, 2025Oct 5, 2025Nov 30, 2025Jan 24, 2026Mar 20, 2026May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DiT + DiffusionBlocksBackbone=DiT-S/2, Layers=12, B (blocks)=32025.0637.2—
DiTBackbone=DiT-S/2, Layers=122025.0639.83—
PAIRFLOWNFE=10242025.1239.92470.05
PAIRFLOWNFE=5122025.1240.85470.33
PAIRFLOWNFE=2562025.1242.44484.27
PAIRFLOWNFE=1282025.1243.79486.59
UDLMNFE=10242025.1247.16560.75
UDLMNFE=5122025.1247.61553.17
UDLMNFE=2562025.1250.96598.54
PAIRFLOWNFE=642025.1251.48530.7
UDLMNFE=1282025.1253.83598.53
UDLMNFE=642025.1262.7646.47
PAIRFLOWNFE=322025.1267.53623.89
UDLMNFE=322025.1280.4755.8
PAIRFLOWNFE=162025.1294.24828.09
UDLMNFE=162025.12114.04959.39
PAIRFLOWNFE=82025.12137.161,127.3
ODE + EntropicScheduler=Entropic, Number of steps=25, Sampler=ODE-Heun2026.05170.78—
ODE + CosineScheduler=Cosine, Number of steps=25, Sampler=ODE-Heun2026.05170.8—
ODE + LinearScheduler=Linear, Number of steps=25, Sampler=ODE-Heun2026.05170.85—
ODE + Power-2Scheduler=Power-2, Number of steps=25, Sampler=ODE-Heun2026.05171.28—
ODE + EntropicScheduler=Entropic, Number of steps=10, Sampler=ODE-Heun2026.05172.1—
ODE + SigmoidScheduler=Sigmoid, Number of steps=25, Sampler=ODE-Heun2026.05172.68—
ODE + LinearScheduler=Linear, Number of steps=10, Sampler=ODE-Heun2026.05172.78—
ODE + CosineScheduler=Cosine, Number of steps=10, Sampler=ODE-Heun2026.05176.58—
UDLMNFE=82025.12178.111,344.44
ODE + EntropicScheduler=Entropic, Number of steps=5, Sampler=ODE-Heun2026.05186.26—
ODE + Power-2Scheduler=Power-2, Number of steps=10, Sampler=ODE-Heun2026.05189.13—
ODE + LinearScheduler=Linear, Number of steps=5, Sampler=ODE-Heun2026.05200.52—
PAIRFLOWNFE=42025.12209.941,626.08
ODE + SigmoidScheduler=Sigmoid, Number of steps=10, Sampler=ODE-Heun2026.05212.15—
ODE + Entropic (raw)Scheduler=Entropic (raw), Number of steps=25, Sampler=ODE-Heun2026.05227.96—
PAIRFLOWNFE=12025.12235.652,059.26
ODE + CosineScheduler=Cosine, Number of steps=5, Sampler=ODE-Heun2026.05238.03—
PAIRFLOWNFE=22025.12247.181,988.21
UDLMNFE=42025.12266.641,975.58
ODE + Entropic (raw)Scheduler=Entropic (raw), Number of steps=10, Sampler=ODE-Heun2026.05290.11—
UDLMNFE=22025.12296.772,410.65
UDLMNFE=12025.12306.452,448.46
ODE + Power-2Scheduler=Power-2, Number of steps=5, Sampler=ODE-Heun2026.05316.54—
ODE + Entropic (raw)Scheduler=Entropic (raw), Number of steps=5, Sampler=ODE-Heun2026.05322.58—
ODE + SigmoidScheduler=Sigmoid, Number of steps=5, Sampler=ODE-Heun2026.05355.06—