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Text-to-Image Generation on COCO 10K prompts 2014 (karpathy 30K)

30.37HPSGNDMR
26.490827.497928.50529.5121Mar 30, 2026

Evaluation results

MethodLinks
GNDMRNFE=4, Res.=1024, Img-Free=✓, Cost=128*8k2026.0330.3722.8812.5338.228.0212.21
Flow-GRPO* (CFG=7)NFE=50, Res.=1024, Img-Free=-2026.0330.3522.912.5638.5226.6312.39
GNDMR-ISNFE=4, Res.=1024, Img-Free=✓, Cost=128*4k2026.033022.8912.4838.1528.8412.47
DMDR*NFE=4, Res.=1024, Img-Free=✓2026.0329.522.7711.9838.129.114.11
Base Model (CFG=7)NFE=50, Res.=1024, Img-Free=-2026.032922.7212.138.8624.48—
LCMNFE=4, Res.=1024, Img-Free=✗2026.0327.7622.3111.6136.9727.7115.9
Flash-SD3NFE=4, Res.=1024, Img-Free=✗2026.0327.4722.6511.9838.0726.0112.21
Hyper-SD (CFG=5)NFE=8, Res.=1024, Img-Free=✗2026.0327.221.911.2237.7626.9410.09
DMD2*NFE=4, Res.=1024, Img-Free=✗2026.0326.6422.3611.373827.2816.51