Image Classification on CIFAR10 (Accuracy and Average Accuracy)
91.18Accuracy (CIFAR-10)T = √M
Evaluation results
| Method | Links | ||
|---|---|---|---|
| T = √MBackbone=RegNet 8 GF2025.04 | 91.18 | — | |
| T = √MBackbone=Eff. Net b52025.04 | 91.01 | — | |
| Ours (T*)Backbone=Eff. Net b52025.04 | 90.79 | — | |
| Ours (T*)Backbone=RegNet 8 GF2025.04 | 90.74 | — | |
| Ours (T*csg)Backbone=Eff. Net b52025.04 | 90.61 | — | |
| Ours (T*csg)Backbone=RegNet 8 GF2025.04 | 90.47 | — | |
| Ours (T*csgcn)Backbone=RegNet 8 GF2025.04 | 90.3 | — | |
| Ours (T*cn)Backbone=RegNet 8 GF2025.04 | 90.23 | — | |
| Ours (T*cn)Backbone=Eff. Net b52025.04 | 90.15 | — | |
| Ours (T*csgcn)Backbone=Eff. Net b52025.04 | 89.75 | — | |
| Insert LNBackbone=RegNet 8 GF2025.04 | 88.97 | — | |
| T = 1Backbone=Eff. Net b52025.04 | 88.83 | — | |
| T = 1Backbone=RegNet 8 GF2025.04 | 88.72 | — | |
| T = √MBackbone=ResNet502025.04 | 88.7 | — | |
| Ours (T*csg)Backbone=ResNet502025.04 | 88.62 | — | |
| Ours (T*)Backbone=ResNet502025.04 | 88.57 | — | |
| Ours (T*csgcn)Backbone=ResNet502025.04 | 88.46 | — | |
| Ours (T*cn)Backbone=ResNet502025.04 | 88.45 | — | |
| Ours (T*csgcn)Backbone=Eff. Net b02025.04 | 87.72 | — | |
| Ours (T*)Backbone=Eff. Net b02025.04 | 87.61 | — | |
| Ours (T*cn)Backbone=Eff. Net b02025.04 | 87.6 | — | |
| T = √MBackbone=Eff. Net b02025.04 | 87.51 | — | |
| Insert LNBackbone=Eff. Net b02025.04 | 87.45 | — | |
| Ours (T*csg)Backbone=Eff. Net b02025.04 | 87.41 | — | |
| T = 1Backbone=Eff. Net b02025.04 | 87.1 | — | |
| Insert LNBackbone=ResNet502025.04 | 85.66 | — | |
| T = 1Backbone=ResNet502025.04 | 84.8 | — | |
| Insert LNBackbone=Eff. Net b52025.04 | 81.27 | — | |
| Ours (T*)Backbone=ConvNeXt-S2025.04 | 77.94 | — | |
| Ours (T*csg)Backbone=ConvNeXt-S2025.04 | 76.68 | — | |
| Ours (T*cn)Backbone=ConvNeXt-S2025.04 | 71.87 | — | |
| Ours (T*csgcn)Backbone=ConvNeXt-S2025.04 | 71.07 | — | |
| Insert LNBackbone=ConvNeXt-S2025.04 | 70.03 | — | |
| T = 1Backbone=ConvNeXt-S2025.04 | 70.02 | — | |
| T = √MBackbone=ConvNeXt-S2025.04 | 68.07 | — | |
| Insert LNBackbone=Avg.2025.04 | — | 82.68 | |
| Ours (T*)Backbone=Avg.2025.04 | — | 87.13 | |
| Ours (T*cn)Backbone=Avg.2025.04 | — | 85.66 | |
| Ours (T*csg)Backbone=Avg.2025.04 | — | 86.76 | |
| Ours (T*csgcn)Backbone=Avg.2025.04 | — | 85.46 | |
| T = √MBackbone=Avg.2025.04 | — | 85.29 | |
| T = 1Backbone=Avg.2025.04 | — | 83.89 |