Image Classification on ImageNet-1K (Base/Final/Delta Accuracy Evaluation)
83.83Final AccConvNeXt-B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ConvNeXt-BParams (M)=88.59, MACs (G)=15.39, Backbone=ConvNeXt-B2026.01 | 83.83 | — | — | |
| ConvNeXt-SParams (M)=47.36, MACs (G)=8.48, Backbone=ConvNeXt-S2026.01 | 83.17 | 83.83 | -0.66 | |
| ConvNeXt-SParams (M)=50.22, MACs (G)=8.71, Backbone=ConvNeXt-S2026.01 | 83.14 | — | — | |
| AgenticPrunerParams (M)=45.33, MACs (G)=8.17, Backbone=ConvNeXt-S2026.01 | 82.34 | 83.83 | -1.49 | |
| AgenticPrunerParams (M)=25.58, MACs (G)=4.22, Backbone=ResNet-1012026.01 | 78.94 | 77.38 | 1.56 | |
| Res101Params (M)=29.14, MACs (G)=4.48, Backbone=ResNet-1012026.01 | 77.56 | 77.38 | 0.16 | |
| SFPMACs (G)=4.51, Backbone=ResNet-1012026.01 | 77.51 | 77.37 | 0.14 | |
| ResNet-101Params (M)=44.55, MACs (G)=7.85, Backbone=ResNet-1012026.01 | 77.38 | — | — | |
| IEParams (M)=31.2, MACs (G)=4.7, Backbone=ResNet-1012026.01 | 77.35 | 77.37 | -0.02 | |
| FPGMMACs (G)=4.51, Backbone=ResNet-1012026.01 | 77.32 | 77.37 | -0.05 | |
| AgenticPrunerParams (M)=13.29, MACs (G)=1.77, Backbone=ResNet-502026.01 | 77.04 | 76.13 | 0.91 | |
| GFPParams (M)=19.42, MACs (G)=2.04, Backbone=ResNet-502026.01 | 76.42 | 76.79 | -0.37 | |
| ResNet-50Params (M)=25.56, MACs (G)=4.13, Backbone=ResNet-502026.01 | 76.13 | — | — | |
| ResNet50Params (M)=15.05, MACs (G)=2.06, Backbone=ResNet-502026.01 | 75.91 | 76.13 | -0.22 | |
| DepGraphMACs (G)=1.99, Backbone=ResNet-502026.01 | 75.83 | 76.15 | -0.32 | |
| AutoSlimParams (M)=20.6, MACs (G)=2, Backbone=ResNet-502026.01 | 75.6 | 76.1 | -0.5 | |
| CCPMACs (G)=2.11, Backbone=ResNet-502026.01 | 75.5 | 76.15 | -0.65 | |
| ISTAMACs (G)=4.47, Backbone=ResNet-1012026.01 | 75.27 | 76.4 | -1.13 | |
| TaylorParams (M)=14.2, MACs (G)=2.25, Backbone=ResNet-502026.01 | 74.5 | 76.18 | -1.68 |