Text-to-image generation on Image Reward (Calibration)
0.96Image RewardECAD
Evaluation results
| Method | Links | |
|---|---|---|
| ECADModel=PixArt-α, Caching=Ours, Setting=fast, TMACs=2.13, Latency (ms/img)=84.09 (1.97x), Resolution=256x256, Sampling steps=202025.06 | 0.96 | |
| NoneModel=PixArt-α, Caching=None, TMACs=5.71, Latency (ms/img)=165.74 (1.00x), Resolution=256x256, Sampling steps=202025.06 | 0.9 | |
| ECADModel=PixArt-α, Caching=Ours, Setting=faster, TMACs=1.46, Latency (ms/img)=69.17 (2.40x), Resolution=256x256, Sampling steps=202025.06 | 0.9 | |
| NoneModel=PixArt-Σ, Caching=None, TMACs=5.71, Latency (ms/img)=167.62 (1.00x), Resolution=256x256, Sampling steps=202025.06 | 0.85 | |
| ECADModel=PixArt-Σ, Caching=Ours, Setting=fast, TMACs=1.91, Latency (ms/img)=84.84 (1.98x), Resolution=256x256, Sampling steps=202025.06 | 0.85 | |
| FORAModel=PixArt-α, Caching=FORA, Setting=N = 2, TMACs=2.87, Latency (ms/img)=100.57 (1.65x), Resolution=256x256, Sampling steps=202025.06 | 0.83 | |
| ECADModel=FLUX.1-dev, Caching=Ours, Setting=fast, TMACs=63.02, Latency (ms/img)=1016.59 (2.58x), Resolution=256x256, Sampling steps=202025.06 | 0.83 | |
| ECADModel=PixArt-α, Caching=Ours, Setting=fastest, TMACs=1.18, Latency (ms/img)=64.24 (2.58x), Resolution=256x256, Sampling steps=202025.06 | 0.81 | |
| TGATEModel=PixArt-α, Caching=TGATE, Setting=m = 15, k = 1, TMACs=4.86, Latency (ms/img)=144.77 (1.14x), Resolution=256x256, Sampling steps=202025.06 | 0.78 | |
| DuCaModel=PixArt-α, Caching=DuCa, Setting=N = 3, R = 60%, TMACs=3.20, Latency (ms/img)=72.53 (2.29x)*, Resolution=256x256, Sampling steps=202025.06 | 0.76 | |
| DuCaModel=PixArt-α, Caching=DuCa, Setting=N = 3, R = 90%, TMACs=2.30, Latency (ms/img)=64.08 (2.59x)*, Resolution=256x256, Sampling steps=202025.06 | 0.76 | |
| ECADCaching=Ours, Setting=slow 256→1024, TMACs=644.05, s/img (speedup)=10.59 (1.73x)2025.06 | 0.74 | |
| ToCaModel=PixArt-α, Caching=ToCa, Setting=N = 3, R = 60%, TMACs=3.17*, Latency (ms/img)=90.71 (1.83x)*, Resolution=256x256, Sampling steps=202025.06 | 0.71 | |
| ECADCaching=Ours, Setting=fast 256→1024, TMACs=376.62, s/img (speedup)=6.96 (2.63x)2025.06 | 0.71 | |
| NoneModel=FLUX.1-dev, Caching=None, TMACs=198.69, Latency (ms/img)=2620.09 (1.00x), Resolution=256x256, Sampling steps=202025.06 | 0.69 | |
| ECADModel=FLUX.1-dev, Caching=Ours, Setting=fastest, TMACs=43.60, Latency (ms/img)=778.17 (3.37x), Resolution=256x256, Sampling steps=202025.06 | 0.69 | |
| NoneCaching=None, Setting=None, TMACs=1190.25, s/img (speedup)=18.30 (1.00x)2025.06 | 0.68 | |
| FORAModel=FLUX.1-dev, Caching=FORA, Setting=N = 3, TMACs=69.80, Latency (ms/img)=1073.70 (2.44x), Resolution=256x256, Sampling steps=202025.06 | 0.67 | |
| ToCaCaching=ToCa, Setting=N = 4, R = 90%, TMACs=300.41*, s/img (speedup)=7.42 (2.47x)*2025.06 | 0.66 | |
| FORAModel=PixArt-Σ, Caching=FORA, Setting=N = 3, TMACs=2.02, Latency (ms/img)=82.12 (2.04x), Resolution=256x256, Sampling steps=202025.06 | 0.65 | |
| ToCaModel=FLUX.1-dev, Caching=ToCa, Setting=N = 4, R = 90%, TMACs=42.96*, Latency (ms/img)=1576.97 (1.66x)*, Resolution=256x256, Sampling steps=202025.06 | 0.63 | |
| DiCacheModel=FLUX.1-dev, Caching=DiCache, TMACs=62.23, Latency (ms/img)=1161.86 (2.26x), Resolution=256x256, Sampling steps=202025.06 | 0.61 | |
| FORAModel=PixArt-α, Caching=FORA, Setting=N = 3, TMACs=2.02, Latency (ms/img)=82.55 (2.01x), Resolution=256x256, Sampling steps=202025.06 | 0.6 | |
| ToCaModel=PixArt-α, Caching=ToCa, Setting=N = 3, R = 90%, TMACs=2.13*, Latency (ms/img)=70.58 (2.35x)*, Resolution=256x256, Sampling steps=202025.06 | 0.6 | |
| TaylorSeerCaching=TaylorSeer, Setting=N = 5, O = 2, TMACs=357.39*, s/img (speedup)=7.20 (2.54x)*2025.06 | 0.5 | |
| NoneCaching=None, Setting=40% steps, TMACs=476.10, s/img (speedup)=7.61 (2.41x)2025.06 | 0.43 | |
| TaylorSeerModel=FLUX.1-dev, Caching=TaylorSeer, Setting=N = 5, O = 2, TMACs=59.88*, Latency (ms/img)=1028.66 (2.55x)*, Resolution=256x256, Sampling steps=202025.06 | 0.29 | |
| FORACaching=FORA, Setting=N = 3, TMACs=416.88, s/img (speedup)=7.62 (2.40x)2025.06 | 0.27 | |
| ToCaModel=PixArt-Σ, Caching=ToCa†, Setting=N = 3, R = 60%, TMACs=3.17*, Latency (ms/img)=94.28 (1.78x)*, Resolution=256x256, Sampling steps=202025.06 | 0.11 | |
| ToCaModel=PixArt-Σ, Caching=ToCa†, Setting=N = 3, R = 90%, TMACs=2.13*, Latency (ms/img)=73.03 (2.30x)*, Resolution=256x256, Sampling steps=202025.06 | 0.07 | |
| TGATEModel=PixArt-α, Caching=TGATE, Setting=m = 10, k = 5, TMACs=3.47, Latency (ms/img)=108.52 (1.53x), Resolution=256x256, Sampling steps=202025.06 | -0.051 | |
| TaylorSeerModel=FLUX.1-dev, Caching=TaylorSeer, Setting=N = 6, O = 1, TMACs=49.97*, Latency (ms/img)=865.97 (3.03x)*, Resolution=256x256, Sampling steps=202025.06 | -0.07 |