Image Classification on CIFAR-10 (test) (Accuracy vs. FLOPs Budget Curve)
81.02Top-1 Accuracy (10% Budget)PruneFuse
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| PruneFuseParams=0.21 M, Architecture=ResNet-56, Synchronization Interval (Tsync)=12026.03 | 81.02 | 88.52 | 91.76 | 93.15 | 93.78 | 0.08 | 1.17 | 3.34 | 6.6 | 10.94 | |
| PruneFuseParams=0.21 M, Architecture=ResNet-56, Synchronization Interval (Tsync)=02026.03 | 80.92 | 88.35 | 91.44 | 92.77 | 93.65 | 0.08 | 0.44 | 1.16 | 2.24 | 3.67 | |
| PruneFuseParams=0.21 M, Architecture=ResNet-56, Synchronization Interval (Tsync)=22026.03 | 80.9 | 88.4 | 91.55 | 93.05 | 93.74 | 0.08 | 1.17 | 1.89 | 5.14 | 6.58 | |
| PruneFuse + ALSEParams=0.21 M, Architecture=ResNet-56, Synchronization Interval (Tsync)=02026.03 | 80.8 | 88.17 | 91.43 | 93.02 | 93.19 | 0.1 | 0.49 | 1.23 | 2.32 | 3.7 | |
| SVPParams=0.26 M, Architecture=ResNet-202026.03 | 80.76 | 87.31 | 90.77 | 92.59 | 92.95 | 0.1 | 0.56 | 1.47 | 2.84 | 4.66 | |
| ALSEParams=0.85 M, Architecture=ResNet-562026.03 | 80.73 | 88.13 | 90.99 | 92.58 | 93.13 | 0.41 | 1.96 | 4.92 | 9.29 | 15.08 | |
| PruneFuse + BALDParams=0.21 M, Architecture=ResNet-56, Synchronization Interval (Tsync)=12026.03 | 80.71 | 88.38 | 91.44 | 93.16 | 93.58 | 0.08 | 1.18 | 3.36 | 6.62 | 10.97 | |
| BALDParams=0.85 M, Architecture=ResNet-562026.03 | 80.61 | 88.11 | 91.21 | 92.98 | 93.36 | 0.34 | 1.81 | 4.71 | 9.03 | 14.77 | |
| Baseline (AL)Params=0.85 M, Architecture=ResNet-562026.03 | 80.53 | 87.74 | 90.85 | 92.24 | 93 | 0.31 | 1.76 | 4.64 | 8.94 | 14.66 |