Research Article
[Retracted] Relieving the Incompatibility of Network Representation and Classification for Long-Tailed Data Distribution
Table 8
Long-tailed classification results on iNaturalist-2018.
| Model | Many-shot | Medium-shot | Few-shot | Acc | ResNet-50 | >100 | ≤100 and >20 | <20 |
| Plain model | 73.5 | 65.2 | 59.5 | 63.6 | Many-shot model | 74.6 | — | — | — | OLTR [10] | 65.9 | 66.3 | 63.6 | 65.4 | Decouple (cRT) [12] | 66.2 | 67.3 | 66.8 | 67.0 | Decouple (-normalized) [12] | 65.4 | 66.8 | 66.9 | 67.2 | Ours with OLTR | 68.7 | 66.2 | 63.5 | 67.4 | Ours with decouple | 69.4 | 69.3 | 67.6 | 68.8 |
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