Image Retrieval on Caltech-UCSD Birds-200 2011 (test)
69.2Recall@1Cross-Entropy
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Cross-Entropyd=cos, Architecture=ResNet-502020.03 | 69.2 | 79.2 | 86.9 | 91.6 | 95 | 97.3 | |
| Cross-Entropyd=l2, Architecture=ResNet-502020.03 | 67.6 | 78.1 | 85.6 | 91.1 | 94.7 | 97.2 | |
| D&Cd=cos, Architecture=ResNet-502020.03 | 65.9 | 76.6 | 84.4 | 90.6 | — | — | |
| Multi-Similarityd=cos, Architecture=BN-Inception2020.03 | 65.7 | 77 | 86.6 | 91.2 | 95 | 97.3 | |
| NormSoftmaxd=cos, Architecture=ResNet-502020.03 | 65.3 | 76.7 | 85.4 | 91.8 | — | — | |
| EPSHNd=cos, Architecture=ResNet-502020.03 | 64.9 | 75.3 | 83.5 | — | — | — | |
| DREMLd=cos, Architecture=ResNet-182020.03 | 63.9 | 75 | 83.1 | 89.7 | — | — | |
| HDCd=cos, Architecture=GoogLeNet2020.03 | 60.7 | 72.4 | 81.9 | 89.2 | 93.7 | 96.8 | |
| ABEd=cos, Architecture=GoogLeNet2020.03 | 60.6 | 71.5 | 79.8 | 87.4 | — | — | |
| HTLd=cos, Architecture=GoogLeNet2020.03 | 57.1 | 68.8 | 78.7 | 86.5 | 92.5 | 95.5 | |
| Proxy-NCAd=cos, Architecture=BN-Inception2020.03 | 49.2 | 61.9 | 67.9 | 81.9 | — | — | |
| Lifted Structured=l2, Architecture=GoogLeNet2020.03 | 47.2 | 58.9 | 70.2 | 80.2 | 89.3 | 93.2 |