Image Classification on ImageNet FS (Few-Shot Evaluation)
62.1Top-5 Acc (Novel, 1-shot)KGTN
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| KGTNBackbone=ResNet-50, Similarity Function=Inner Product2019.11 | 62.1 | 70.9 | 78.4 | 82.3 | 68.3 | 75.2 | 80.8 | 83.5 | |
| KGTNBackbone=ResNet-50, Similarity Function=Pearson Corr2019.11 | 61.5 | 70.6 | 78.5 | 82.3 | 67.5 | 74.4 | 80.7 | 83.5 | |
| KGTNBackbone=ResNet-50, Similarity Function=CosSim2019.11 | 61.4 | 70.4 | 78.4 | 82.2 | 67.7 | 74.7 | 80.9 | 83.6 | |
| IDeMe-NetBackbone=ResNet-502019.11 | 60.1 | 69.6 | 77.4 | 80.2 | — | — | — | — | |
| KTCHBackbone=ResNet-502019.11 | 58.1 | 67.3 | 77.6 | 81.8 | — | — | — | — | |
| LSDBackbone=ResNet-502019.11 | 57.7 | 66.9 | 73.8 | 77.6 | — | — | — | — | |
| PMNBackbone=ResNet-50, Hallucination Generator=true2019.11 | 54.7 | 66.8 | 77.4 | 81.4 | 65.7 | 73.5 | 80.2 | 82.8 | |
| SGMBackbone=ResNet-50, Hallucination Generator=false2019.11 | 54.3 | 67 | 77.4 | 81.9 | 60.7 | 71.6 | 80.2 | 83.6 | |
| AWGBackbone=ResNet-50, Hallucination Generator=false2019.11 | 53.9 | 65.5 | 75.9 | 80.3 | 65.1 | 72.3 | 79.1 | 82.1 | |
| MNBackbone=ResNet-50, Hallucination Generator=false2019.11 | 53.5 | 63.5 | 72.7 | 77.4 | 64.9 | 71 | 77 | 80.2 | |
| PMNBackbone=ResNet-50, Hallucination Generator=false2019.11 | 53.3 | 65.2 | 75.9 | 80.1 | 64.8 | 72.1 | 78.8 | 81.7 | |
| SGMBackbone=ResNet-50, Hallucination Generator=true2019.11 | 52.9 | 64.9 | 77.3 | 82 | 63.9 | 71.9 | 80.2 | 83.6 | |
| PNBackbone=ResNet-50, Hallucination Generator=false2019.11 | 49.6 | 64 | 74.4 | 78.1 | 61.4 | 71.4 | 78 | 80 |