Research Article
Attention-Based Graph Convolutional Network for Zero-Shot Learning with Pre-Training
Table 4
Top-k accuracy of different models on the ImageNet dataset.
| ā | Method | Accuracy (%) | 1 | 2 | 5 | 10 | 20 |
| OL | Con | 8.3 | 12.9 | 21.8 | 30.9 | 41.7 | | 10.5 | 17.7 | 28.6 | 40.1 | 52.0 | | 12.5 | 19.5 | 32.3 | 43.7 | 55.2 | | 19.8 | 33.3 | 53.2 | 65.4 | 74.6 | | 24.5 | 37.8 | 57.1 | 69.7 | 79.5 | | 24.6 | 37.4 | 56.7 | 69.5 | 79.1 | AGCNZ | 22.2 | 34.8 | 53.6 | 66.5 | 77.5 | ADGPZ | 20.0 | 31.6 | 49.4 | 63.1 | 74.3 |
| ML | GCN | 24.8 | 38.4 | 57.5 | 69.7 | 79.4 | DGP | 24.7 | 38.1 | 57.1 | 69.6 | 79.3 | AGCNZ | 22.3 | 34.9 | 53.6 | 66.7 | 77.8 | ADGPZ | 20.2 | 31.7 | 49.3 | 63.2 | 74.8 |
|
|