Table 7 Ablation study of DMSCA components on CIFAR-100 with ResNet-18.
Serial Number | Model Configuration | Top1-Acc | ΔAcc (vs. Baseline) | ΔAcc (vs. Prev) | Params (M) | FLOPs (G) |
|---|---|---|---|---|---|---|
1 | ResNet-18 | 75.32 ± 0.21 | - | - | 11.17 | 1.81 |
2 | ResNet-18 + GCE | 75.81 ± 0.19 | + 0.49 | + 0.49 | 11.20 | 1.81 |
3 | ResNet-18 + TCA(τ = 1) | 76.15 ± 0.20 | + 0.83 | + 0.34 | 11.21 | 1.81 |
4 | ResNet-18 + GCE + TCA (τ = dynamic, from DII) | 76.32 ± 0.18 | + 1.00 | + 0.17 | 11.21 | 1.81 |
5 | ResNet-18 + MSCE (K= {3,5,7}) | 76.05 ± 0.22 | + 0.73 | - | 11.23 | 1.82 |
6 | ResNet-18 + GCE + TCA(τ = dyn) +MSCE (K= {3,5,7}) | 76.68 ± 0.19 | + 1.36 | + 0.36 | 11.26 | 1.82 |
7 | ResNet-18 + GCE + TCA(τ = dyn) +MSCE + DII | 76.95 ± 0.17 | + 1.63 | + 0.27 | 11.27 | 1.82 |
8 | ResNet-18 + GCE + TCA (τ = dyn) +MSCE + DII+DFF | 77.08 ± 0.18 | + 1.76 | + 0.13 | 11.27 | 1.82 |
9 | ResNet-18 + DMSCA(Full) | 77.13 ± 0.16 | + 1.81 | + 0.05 | 11.28 | 1.82 |
