Image Classification on ImageNet-1K (val) (Offloaded and Overall Accuracy)
63.1Offloaded AccuracySAGE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SAGEPatch Budget (B)=128, Offload Ratio (η)=1.02026.04 | 63.1 | 80 | |
| Attn PfxPatch Budget (B)=128, Offload Ratio (η)=1.02026.04 | 62.7 | 79.8 | |
| ToMePatch Budget (B)=128, Offload Ratio (η)=1.02026.04 | 62.6 | 79.8 | |
| BATPatch Budget (B)=128, Offload Ratio (η)=1.02026.04 | 62.5 | 79.8 | |
| SAGEPatch Budget (B)=96, Offload Ratio (η)=1.02026.04 | 60.2 | 79 | |
| RandomPatch Budget (B)=128, Offload Ratio (η)=1.02026.04 | 60.2 | 78.9 | |
| Unif. GridPatch Budget (B)=128, Offload Ratio (η)=1.02026.04 | 60.1 | 78.9 | |
| BATPatch Budget (B)=96, Offload Ratio (η)=1.02026.04 | 59.8 | 78.8 | |
| Attn PfxPatch Budget (B)=96, Offload Ratio (η)=1.02026.04 | 58.5 | 78.3 | |
| ToMePatch Budget (B)=96, Offload Ratio (η)=1.02026.04 | 57.2 | 77.9 | |
| SAGEPatch Budget (B)=80, Offload Ratio (η)=1.02026.04 | 56.8 | 77.7 | |
| BATPatch Budget (B)=80, Offload Ratio (η)=1.02026.04 | 55.9 | 77.4 | |
| Unif. GridPatch Budget (B)=96, Offload Ratio (η)=1.02026.04 | 55.2 | 77.2 | |
| RandomPatch Budget (B)=96, Offload Ratio (η)=1.02026.04 | 54.5 | 76.9 | |
| Attn PfxPatch Budget (B)=80, Offload Ratio (η)=1.02026.04 | 54.2 | 76.8 | |
| ToMePatch Budget (B)=80, Offload Ratio (η)=1.02026.04 | 54.2 | 76.8 | |
| Unif. GridPatch Budget (B)=80, Offload Ratio (η)=1.02026.04 | 50.7 | 75.6 | |
| SAGEPatch Budget (B)=64, Offload Ratio (η)=1.02026.04 | 50.2 | 75.4 | |
| BATPatch Budget (B)=64, Offload Ratio (η)=1.02026.04 | 49 | 75 | |
| RandomPatch Budget (B)=80, Offload Ratio (η)=1.02026.04 | 48.6 | 74.8 | |
| Attn PfxPatch Budget (B)=64, Offload Ratio (η)=1.02026.04 | 47.3 | 74.4 | |
| ToMePatch Budget (B)=64, Offload Ratio (η)=1.02026.04 | 46.4 | 74 | |
| Unif. GridPatch Budget (B)=64, Offload Ratio (η)=1.02026.04 | 45.6 | 73.7 | |
| RandomPatch Budget (B)=64, Offload Ratio (η)=1.02026.04 | 39.3 | 71.5 | |
| SAGEPatch Budget (B)=48, Offload Ratio (η)=1.02026.04 | 38.4 | 71.2 | |
| BATPatch Budget (B)=48, Offload Ratio (η)=1.02026.04 | 35 | 70 | |
| Attn PfxPatch Budget (B)=48, Offload Ratio (η)=1.02026.04 | 34 | 69.6 | |
| ToMePatch Budget (B)=48, Offload Ratio (η)=1.02026.04 | 27.9 | 67.4 | |
| Unif. GridPatch Budget (B)=48, Offload Ratio (η)=1.02026.04 | 25.2 | 66.5 | |
| RandomPatch Budget (B)=48, Offload Ratio (η)=1.02026.04 | 24.9 | 66.4 | |
| SAGEPatch Budget (B)=32, Offload Ratio (η)=1.02026.04 | 19.2 | 64.3 | |
| Attn PfxPatch Budget (B)=32, Offload Ratio (η)=1.02026.04 | 16.9 | 63.5 | |
| BATPatch Budget (B)=32, Offload Ratio (η)=1.02026.04 | 15.6 | 63 | |
| ToMePatch Budget (B)=32, Offload Ratio (η)=1.02026.04 | 12.8 | 62.1 | |
| RandomPatch Budget (B)=32, Offload Ratio (η)=1.02026.04 | 10.9 | 61.4 | |
| Unif. GridPatch Budget (B)=32, Offload Ratio (η)=1.02026.04 | 9.8 | 61 |