Research Article
Loss Architecture Search for Few-Shot Object Recognition
Table 3
Mean accuracy (%) ± CIs (%) of 8 state-of-the-art methods and LAS on the Omniglot dataset with Conv-4 as the backbone.
| Method | 20-way accuracy | 1-Shot | 5-Shot |
| | 88.2 | 97.0 | | 93.8 | 98.5 | | 95.0 | 98.6 | Meta- | 97.0 | — | | 96.0 | 98.9 | | 95.8 ± 0.3 | 98.9 ± 0.2 | | 95.12 ± 0.39 | 98.58 ± 0.10 | MM-Net | 97.16 ± 0.10 | 98.93 ± 0.05 | LAS | 97.69 ± 0.17 | 99.21 ± 0.09 |
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Results from [ 32]. Results from [ 33]. Results from [ 14]. |