Text-to-Image Generation on Flickr 30K 5,000 samples
33.95FIDOriginal (SDXL)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Original (SDXL)Architecture=SDXL Diffusion U-Net, Sparsity=0%, #Param=2.6B, Speedup=1x, Compute Budget=-2024.12 | 33.95 | 36 | 100 | |
| Dev (FLUX)Architecture=FLUX Flow Matching DiT, Sparsity=0%, #Param=11.9B, Speedup=1x, Compute Budget=-2024.12 | 37.82 | 35 | 100 | |
| FLUX-LiteArchitecture=FLUX Flow Matching DiT, Sparsity=33%, #Param=8B, Speedup=1.49x, Compute Budget=1120hr2024.12 | 38.17 | 35 | 82 | |
| Schnell (FLUX)Architecture=FLUX Flow Matching DiT, Sparsity=0%, #Param=11.9B, Speedup=7x, Compute Budget=-2024.12 | 39.7 | 35 | 100 | |
| EcoDiffArchitecture=SDXL Diffusion U-Net, Sparsity=20%, #Param=2.1B, Speedup=1.25x, Compute Budget=10hr2024.12 | 40.91 | 35 | 60 | |
| EcoDiffArchitecture=FLUX Flow Matching DiT (Dev), Sparsity=20%, #Param=9.6B, Speedup=1.25x, Compute Budget=10hr2024.12 | 42.58 | 33 | 36 | |
| EcoDiffArchitecture=FLUX Flow Matching DiT (Schnell), Sparsity=20%, #Param=9.6B, Speedup=8.75x, Compute Budget=10hr2024.12 | 43.25 | 33 | 36 | |
| DiffPruningArchitecture=FLUX Flow Matching DiT (Dev), Sparsity=20%, #Param=9.6B, Speedup=1.25x, Compute Budget=10hr2024.12 | 48.02 | 33 | 31 | |
| DiffPruningArchitecture=FLUX Flow Matching DiT (Schnell), Sparsity=20%, #Param=9.6B, Speedup=8.75x, Compute Budget=10hr2024.12 | 54.49 | 33 | 28 | |
| BK-SDMArchitecture=SDXL Diffusion U-Net, Sparsity=20%, #Param=2.1B, Speedup=1.25x, Compute Budget=10hr2024.12 | 56.17 | 32 | 46 | |
| Per-Step LossArchitecture=FLUX Flow Matching DiT (Dev), Sparsity=20%, #Param=9.6B, Speedup=1.25x, Compute Budget=10hr2024.12 | 59.52 | 30 | 22 | |
| Per-Step LossArchitecture=FLUX Flow Matching DiT (Schnell), Sparsity=20%, #Param=9.6B, Speedup=8.75x, Compute Budget=10hr2024.12 | 66.57 | 30 | 25 | |
| DiffPruningArchitecture=SDXL Diffusion U-Net, Sparsity=20%, #Param=2.1B, Speedup=1.25x, Compute Budget=10hr2024.12 | 96.53 | 26 | 36 | |
| Per-Step LossArchitecture=SDXL Diffusion U-Net, Sparsity=20%, #Param=2.1B, Speedup=1.25x, Compute Budget=10hr2024.12 | 110.53 | 23 | 31 |