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Text-to-Image Generation on Flickr 30K 5,000 samples

33.95FIDOriginal (SDXL)
30.886851.563472.2492.9166Dec 3, 2024

Evaluation results

MethodLinks
Original (SDXL)Architecture=SDXL Diffusion U-Net, Sparsity=0%, #Param=2.6B, Speedup=1x, Compute Budget=-2024.1233.9536100
Dev (FLUX)Architecture=FLUX Flow Matching DiT, Sparsity=0%, #Param=11.9B, Speedup=1x, Compute Budget=-2024.1237.8235100
FLUX-LiteArchitecture=FLUX Flow Matching DiT, Sparsity=33%, #Param=8B, Speedup=1.49x, Compute Budget=1120hr2024.1238.173582
Schnell (FLUX)Architecture=FLUX Flow Matching DiT, Sparsity=0%, #Param=11.9B, Speedup=7x, Compute Budget=-2024.1239.735100
EcoDiffArchitecture=SDXL Diffusion U-Net, Sparsity=20%, #Param=2.1B, Speedup=1.25x, Compute Budget=10hr2024.1240.913560
EcoDiffArchitecture=FLUX Flow Matching DiT (Dev), Sparsity=20%, #Param=9.6B, Speedup=1.25x, Compute Budget=10hr2024.1242.583336
EcoDiffArchitecture=FLUX Flow Matching DiT (Schnell), Sparsity=20%, #Param=9.6B, Speedup=8.75x, Compute Budget=10hr2024.1243.253336
DiffPruningArchitecture=FLUX Flow Matching DiT (Dev), Sparsity=20%, #Param=9.6B, Speedup=1.25x, Compute Budget=10hr2024.1248.023331
DiffPruningArchitecture=FLUX Flow Matching DiT (Schnell), Sparsity=20%, #Param=9.6B, Speedup=8.75x, Compute Budget=10hr2024.1254.493328
BK-SDMArchitecture=SDXL Diffusion U-Net, Sparsity=20%, #Param=2.1B, Speedup=1.25x, Compute Budget=10hr2024.1256.173246
Per-Step LossArchitecture=FLUX Flow Matching DiT (Dev), Sparsity=20%, #Param=9.6B, Speedup=1.25x, Compute Budget=10hr2024.1259.523022
Per-Step LossArchitecture=FLUX Flow Matching DiT (Schnell), Sparsity=20%, #Param=9.6B, Speedup=8.75x, Compute Budget=10hr2024.1266.573025
DiffPruningArchitecture=SDXL Diffusion U-Net, Sparsity=20%, #Param=2.1B, Speedup=1.25x, Compute Budget=10hr2024.1296.532636
Per-Step LossArchitecture=SDXL Diffusion U-Net, Sparsity=20%, #Param=2.1B, Speedup=1.25x, Compute Budget=10hr2024.12110.532331