Table 2 Classification accuracies (%) compared to the existing studies
Dataset | Ours-ILHCG | Ours-ILHC | [9] | [8] | [13] | [15] | [11] | [10] | [23] | [14] |
|---|---|---|---|---|---|---|---|---|---|---|
2D HeLa | 97.6 ±1.4 | 98.3 ±1.2 | 84 | 68.3 | 94.4 | 94.4 | 90.7 | – | – | – |
CHO | 99.5 ±0.4 | 99.9 ±0.1 | 93 | 93.1 | 98.5 | 99.4 | 98.4 | – | – | – |
RNAi | 85.5 ±2.5 | 86.5 ±3.3 | 82 | 55.0 | 67.5 | 92.0 | 90.1 | – | – | – |
Muscle aging | 98.3 ±2.7 | 97.9 ±3.6 | 53 | 89.6 | – | – | – | – | – | – |
Terminal bulb aging | 69.5 ±2.4 | 64.8 ±2.4 | 49 | 51.1 | 44.6 | – | – | – | – | 69.9 |
Lymphoma | 94.6 ±2.7 | 96.8 ±3.1 | 85 | 70.9 | – | – | – | 92.7 | 63.3 | – |
Liver gender | 99.6 ±0.8 | 99.6 ±0.8 | 69 | 91.7 | – | – | – | 99.2 | 97.3 | – |
Liver aging | 100.0 ±0.0 | 100.0 ±0.0 | 51 | 73.8 | – | – | – | 96.4 | – | – |