| 数据集 | 方法 | 参数量(M) | MFLOPs | 准确率(%) |
| REED-4 | LDGN (SLL) | 23.52 | 4109.48 | 67.4 |
| REED-4 | Baseline (SLL) | 11.69 | 2054.52 | 64.7 |
| REED-4 | Baseline (LDL) | 11.69 | 2054.52 | 67.8 |
| REED-4 | ours (SLL) | 1.28 | 154.18 | 66.7 |
| REED-4 | ours (LDL) | 1.28 | 154.18 | 68.5 |
| EMUG-4 | LDGN (SLL) | 23.52 | 4109.48 | 78.0 |
| EMUG-4 | Baseline (SLL) | 11.69 | 2054.52 | 76.9 |
| EMUG-4 | Baseline (LDL) | 11.69 | 2054.52 | 78.5 |
| EMUG-4 | ours (SLL) | 1.28 | 154.18 | 77.1 |
| EMUG-4 | ours (LDL) | 1.28 | 154.18 | 80.9 |