Text-to-Image Generation on MS COCO 5,000 samples
27.43FIDOriginal (SDXL)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Original (SDXL)Architecture=SDXL Diffusion U-Net, Sparsity=0%, #Param=2.6B, Speedup=1x, Compute Budget=-2024.12 | 27.43 | 0.33 | 1 | |
| Dev (FLUX)Architecture=FLUX Flow Matching DiT, Sparsity=0%, #Param=11.9B, Speedup=1x, Compute Budget=-2024.12 | 28.47 | 0.34 | 1 | |
| FLUX-LiteArchitecture=FLUX Flow Matching DiT, Sparsity=33%, #Param=8B, Speedup=1.49x, Compute Budget=1120hr2024.12 | 29.36 | 0.34 | 0.8 | |
| EcoDiffArchitecture=FLUX Flow Matching DiT (Dev), Sparsity=20%, #Param=9.6B, Speedup=1.25x, Compute Budget=10hr2024.12 | 30.81 | 0.32 | 0.36 | |
| Schnell (FLUX)Architecture=FLUX Flow Matching DiT, Sparsity=0%, #Param=11.9B, Speedup=7x, Compute Budget=-2024.12 | 30.99 | 0.33 | 1 | |
| EcoDiffArchitecture=FLUX Flow Matching DiT (Schnell), Sparsity=20%, #Param=9.6B, Speedup=8.75x, Compute Budget=10hr2024.12 | 31.76 | 0.3 | 0.36 | |
| EcoDiffArchitecture=SDXL Diffusion U-Net, Sparsity=20%, #Param=2.1B, Speedup=1.25x, Compute Budget=10hr2024.12 | 32.19 | 0.33 | 0.61 | |
| DiffPruningArchitecture=FLUX Flow Matching DiT (Dev), Sparsity=20%, #Param=9.6B, Speedup=1.25x, Compute Budget=10hr2024.12 | 40.84 | 0.33 | 0.31 | |
| DiffPruningArchitecture=FLUX Flow Matching DiT (Schnell), Sparsity=20%, #Param=9.6B, Speedup=8.75x, Compute Budget=10hr2024.12 | 42.36 | 0.3 | 0.28 | |
| BK-SDMArchitecture=SDXL Diffusion U-Net, Sparsity=20%, #Param=2.1B, Speedup=1.25x, Compute Budget=10hr2024.12 | 42.87 | 0.3 | 0.47 | |
| Per-Step LossArchitecture=FLUX Flow Matching DiT (Dev), Sparsity=20%, #Param=9.6B, Speedup=1.25x, Compute Budget=10hr2024.12 | 50.56 | 0.28 | 0.22 | |
| Per-Step LossArchitecture=FLUX Flow Matching DiT (Schnell), Sparsity=20%, #Param=9.6B, Speedup=8.75x, Compute Budget=10hr2024.12 | 52.61 | 0.29 | 0.25 | |
| DiffPruningArchitecture=SDXL Diffusion U-Net, Sparsity=20%, #Param=2.1B, Speedup=1.25x, Compute Budget=10hr2024.12 | 83.81 | 0.25 | 0.36 | |
| Per-Step LossArchitecture=SDXL Diffusion U-Net, Sparsity=20%, #Param=2.1B, Speedup=1.25x, Compute Budget=10hr2024.12 | 97.36 | 0.22 | 0.31 |