Text-to-Image Generation on HPSv2
32.18HPSv2 ScoreSDXL-Lightning
Evaluation Results
| Method | Links | |
|---|---|---|
| SDXL-LightningResolution=1024x1024, Steps=8, Latency (s)=0.719, U-Net Param.=2.56B, Memory=11.7GB2023.12 | 32.18 | |
| SSD-VegaResolution=1024x1024, Steps=25, Latency (s)=1.49, U-Net Param.=0.74B, Memory=8.2GB2023.12 | 32.17 | |
| Pixart-aResolution=1024x1024, Steps=25, Latency (s)=3.722, U-Net Param.=0.6B, Memory=17.3GB2023.12 | 32.06 | |
| Pixart-ΣResolution=1024x1024, Steps=25, Latency (s)=3.976, U-Net Param.=0.6B, Memory=17.3GB2023.12 | 31.75 | |
| KOALA-Lightning-1BResolution=1024x1024, Steps=10, Latency (s)=0.79, U-Net Param.=1.16B, Memory=9.1GB2023.12 | 31.71 | |
| KOALA-Lightning-700MResolution=1024x1024, Steps=10, Latency (s)=0.655, U-Net Param.=0.78B, Memory=8.3GB2023.12 | 31.5 | |
| SSD-1BResolution=1024x1024, Steps=25, Latency (s)=2.094, U-Net Param.=1.3B, Memory=9.4GB2023.12 | 31.43 | |
| SDXL-Base-1.0Resolution=1024x1024, Steps=25, Latency (s)=3.229, U-Net Param.=2.56B, Memory=11.9GB2023.12 | 30.82 | |
| KOALA-Turbo-700MResolution=512x512, Steps=10, Latency (s)=0.194, U-Net Param.=0.78B, Memory=4.9GB2023.12 | 29.98 | |
| SDXL-TurboResolution=512x512, Steps=8, Latency (s)=0.245, U-Net Param.=2.56B, Memory=8.5GB2023.12 | 29.93 | |
| KOALA-Turbo-1BResolution=512x512, Steps=10, Latency (s)=0.238, U-Net Param.=1.16B, Memory=5.7GB2023.12 | 29.84 | |
| SchnellBackbone=Flux-Dev, Sampling steps (L)=52025.11 | 29.42 | |
| RJSBackbone=Flux-Dev, Sampling steps (L)=52025.11 | 29.21 | |
| Cr. RLOOBackbone=Flux-Dev, Sampling steps (L)=52025.11 | 26.92 | |
| RLOOBackbone=Flux-Dev, Sampling steps (L)=52025.11 | 26.48 | |
| SDM-v2.0Resolution=768x768, Steps=25, Latency (s)=1.236, U-Net Param.=0.86B, Memory=5.6GB2023.12 | 25.86 | |
| DefaultBackbone=Flux-Dev, Sampling steps (L)=52025.11 | 23.73 | |
| PixArt-Σ (Fine-tuned)DiT C.R.=0%, Backbone=PixArt-Σ2024.12 | 22.582 | |
| PixArt-Σ w/ DiffCRDiT C.R.=20%, Backbone=PixArt-Σ2024.12 | 21.427 | |
| PixArt-Σ w/ MoDDiT C.R.=20%, Backbone=PixArt-Σ2024.12 | 20.58 | |
| PixArt-Σ w/ ToMeDiT C.R.=20%, Backbone=PixArt-Σ2024.12 | 16.742 | |
| TPDM PPOBackbone=Flux-Dev, Sampling steps (L)=52025.11 | 15.73 | |
| DASSampling Method=DAS, w/ TEP=true, Sampling Category=Particle Sampling Methods2025.12 | 0.302 | |
| CoDeSampling Method=CoDe, w/ TEP=true, Sampling Category=Particle Sampling Methods2025.12 | 0.301 | |
| SVDDSampling Method=SVDD, w/ TEP=true, Sampling Category=Particle Sampling Methods2025.12 | 0.299 | |
| BoNSampling Method=BoN, w/ TEP=true, Sampling Category=ODE-Based Methods2025.12 | 0.294 | |
| ZeroOrderSampling Method=ZeroOrder, w/ TEP=true, Sampling Category=ODE-Based Methods2025.12 | 0.293 | |
| SoPSampling Method=SoP, w/ TEP=true, Sampling Category=Resampling-Based Methods2025.12 | 0.288 | |
| DASSampling Method=DAS, w/ TEP=false, Sampling Category=Particle Sampling Methods2025.12 | 0.285 | |
| BoNSampling Method=BoN, w/ TEP=false, Sampling Category=ODE-Based Methods2025.12 | 0.284 | |
| SVDDSampling Method=SVDD, w/ TEP=false, Sampling Category=Particle Sampling Methods2025.12 | 0.284 | |
| ZeroOrderSampling Method=ZeroOrder, w/ TEP=false, Sampling Category=ODE-Based Methods2025.12 | 0.283 | |
| CoDeSampling Method=CoDe, w/ TEP=false, Sampling Category=Particle Sampling Methods2025.12 | 0.282 | |
| SoPSampling Method=SoP, w/ TEP=false, Sampling Category=Resampling-Based Methods2025.12 | 0.28 | |
| None(SDXL)Sampling Method=None(SDXL), w/ TEP=false, Sampling Category=Baseline2025.12 | 0.269 |