Text-to-Image Upsampling on reLAION-400M 5k (test)
0.72Latency (s/img)LCM SDXL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LCM SDXLDiffusion Model=LCM SDXL, Steps=4, Resolution=1024, Zero-shot=true2026.01 | 0.72 | 31.06 | 28.05 | 24.13 | |
| SD1.5Diffusion Model=SD1.5, Steps=25, Resolution=512, Zero-shot=true2026.01 | 1.27 | 31.67 | 22.32 | — | |
| UPLiFTDiffusion Model=SD1.5, Steps=25, Params (M)=53, Resolution=512→1024, Zero-shot=true2026.01 | 1.56 | 31 | 21.17 | 16.1 | |
| SD1.5Diffusion Model=SD1.5, Steps=40, Resolution=512, Zero-shot=true2026.01 | 1.96 | 31.87 | 21.9 | — | |
| UPLiFTDiffusion Model=SD1.5, Steps=40, Params (M)=53, Resolution=512→1024, Zero-shot=true2026.01 | 2.27 | 31.17 | 20.73 | 15.49 | |
| CFMDiffusion Model=SD1.5, Steps=4, Params (M)=306, Resolution=512→1024, Zero-shot=true2026.01 | 2.72 | 26.16 | 21.61 | 15.83 | |
| CFMDiffusion Model=SD1.5, Steps=40, Params (M)=306, Resolution=512→1024, Zero-shot=true2026.01 | 3.16 | 26.14 | 21.67 | 15.96 |