Text-to-Image Generation on PickScore
52.1PickScoreSD (DDIM)
Evaluation Results
| Method | Links | |
|---|---|---|
| SD (DDIM)s/image=2.42, Sampler=DDIM2023.12 | 52.1 | |
| SD (DDIM) w/ Faster Diffusions/image=1.42, Sampler=DDIM2023.12 | 47.9 | |
| PRECISENFE=10, Iterations=30002026.05 | 24.668 | |
| CPSNFE=10, Iterations=30002026.05 | 24.594 | |
| Flow-GRPONFE=10, Iterations=30002026.05 | 24.283 | |
| FlowAWR#Iter=1.2k2026.06 | 24.12 | |
| DiffusionNFT#Iter=2.0k2026.06 | 23.82 | |
| FlowAWR#Iter=1.5k2026.06 | 23.6 | |
| CGPOGPU=8, RL Method=CGPO2026.05 | 23.43 | |
| SD3.5-M + DiffusionNFT#Iter=1.7k2026.06 | 23.36 | |
| SD3.5-M + FlowGRPO#Iter=4k2026.06 | 23.33 | |
| Flow-GRPOGPU=8, RL Method=GRPO2026.05 | 23.31 | |
| Flow-GRPOGPU=24, RL Method=GRPO2026.05 | 23.31 | |
| GRPO-GuardGPU=–, RL Method=GRPO2026.05 | 23.3 | |
| DanceGRPOGPU=32, RL Method=GRPO2026.05 | 23 | |
| FLUX.1-Dev2026.06 | 22.55 | |
| SD3.5-LResolution=1024 x 10242026.06 | 22.24 | |
| SD3.5-M + FlowGRPO#Iter=2k2026.06 | 21.8 | |
| SD3.5-M + CFG#Iter=—2026.06 | 21.75 | |
| SD3.5-M + CFGCFG=true2026.06 | 21.75 | |
| SD-XLResolution=1024 x 10242026.06 | 21.74 | |
| SD3.5GPU=–, RL Method=–2026.05 | 21.72 | |
| SD3.5-M + FlowGRPO#Iter=>5k2026.06 | 21.67 | |
| DRLBackbone=SiT-XL/2, Guidance=Guidance, lambda=102026.06 | 20.383 | |
| DRLBackbone=RAE DiTDH-XL, Guidance=Guidance, lambda=102026.06 | 20.297 | |
| DRLBackbone=REPA SiT-XL/2, Guidance=Guidance, lambda=102026.06 | 20.292 | |
| FlowAWR#Iter=0.5k2026.06 | 20.25 | |
| DiffusionNFT#Iter=1k2026.06 | 20.19 | |
| RAE DiTDH-XLGuidance=Guidance2026.06 | 20.187 | |
| SiT-XL/2Guidance=Guidance2026.06 | 20.153 | |
| REPA SiT-XL/2Guidance=Guidance2026.06 | 20.094 | |
| DRLBackbone=SiT-XL/2, Guidance=No guidance, lambda=102026.06 | 20.086 | |
| DRLBackbone=JiT-H/16, Guidance=Guidance, lambda=102026.06 | 20.079 | |
| DRLBackbone=REPA SiT-XL/2, Guidance=No guidance, lambda=102026.06 | 20.044 | |
| DRLBackbone=RAE DiTDH-XL, Guidance=No guidance, lambda=102026.06 | 19.99 | |
| JiT-H/16Guidance=Guidance2026.06 | 19.904 | |
| SD3.5-M (w/o CFG)CFG=false2026.06 | 19.9 | |
| RAE DiTDH-XLGuidance=No guidance2026.06 | 19.784 | |
| DRLBackbone=JiT-H/16, Guidance=No guidance, lambda=102026.06 | 19.71 | |
| FlowAWR#Iter=0.26k2026.06 | 19.43 | |
| DiffusionNFT#Iter=0.52k2026.06 | 19.38 | |
| REPA SiT-XL/2Guidance=No guidance2026.06 | 19.24 | |
| JiT-H/16Guidance=No guidance2026.06 | 19.239 | |
| SiT-XL/2Guidance=No guidance2026.06 | 19.14 |