Image Classification on ImageNet 6K
30.5Top-5 Acc (Novel, 1-shot)KGTN
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| KGTNBackbone=ResNet-50, Similarity Function=CosSim2019.11 | 30.5 | 37.5 | 46 | 51.7 | 41 | 46.8 | 53.8 | 58.5 | |
| KGTNBackbone=ResNet-50, Similarity Function=Pearson Corr2019.11 | 30.4 | 37.2 | 45.9 | 51.8 | 41.1 | 46.8 | 53.7 | 58.5 | |
| KGTNBackbone=ResNet-50, Similarity Function=Inner Product2019.11 | 29.5 | 36.8 | 46.1 | 52.1 | 40.8 | 46.9 | 54.4 | 58.7 | |
| AWGBackbone=ResNet-50, Hallucination Generator=false2019.11 | 27.6 | 35.9 | 45 | 49.4 | 39.3 | 45.2 | 52.1 | 55.4 | |
| SGMBackbone=ResNet-50, Hallucination Generator=false2019.11 | 26.7 | 35 | 44.7 | 51.5 | 37.7 | 44.8 | 53.1 | 58.5 | |
| SGMBackbone=ResNet-50, Hallucination Generator=true2019.11 | 26.3 | 35.5 | 46.2 | 52 | 39.4 | 46.4 | 54.4 | 58.8 |