Image Retrieval on iNaturalist (test)
73.6Recall@1ROADMAP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ROADMAPdim=384, Category=DeiT, Backbone=DeiT2021.10 | 73.6 | 86.2 | 93.1 | 95.2 | — | |
| UDONPre-training=ImageNet21k2024.06 | 70.4 | — | — | — | 75.3 | |
| MLP baseline w/ Dyn SamplerPre-training=ImageNet21k2024.06 | 69.7 | — | — | — | 74.8 | |
| USC w/ Dyn SamplerPre-training=ImageNet21k2024.06 | 69.6 | — | — | — | 74.8 | |
| ROADMAPdim=512, Category=AP loss, Backbone=ResNet-502021.10 | 69.1 | 83.1 | 91.3 | 93.9 | — | |
| Smooth-APBackbone=ResNet50, Batch size=3842020.07 | 67.2 | 81.8 | 90.3 | 93.1 | — | |
| SmoothAPdim=512, Category=AP loss, Backbone=ResNet-502021.10 | 67.2 | 81.8 | 90.3 | 93.1 | — | |
| UDONPre-training=CLIP2024.06 | 66.7 | — | — | — | 72.7 | |
| PNP-DqBatch Size=2242021.02 | 66.6 | 81.1 | 89.7 | 92.6 | — | |
| Smooth-APBackbone=ResNet50, Batch size=2242020.07 | 65.9 | 80.9 | 89.8 | 92.7 | — | |
| Smooth-AP2021.02 | 65.9 | 80.9 | 89.8 | 92.7 | — | |
| SoftBin*dim=512, Category=AP loss, Backbone=ResNet-502021.10 | 64.2 | 77.1 | 82.7 | 91.7 | — | |
| Blackbox APBackbone=ResNet50, Batch size=2242020.07 | 62.9 | 79 | 88.9 | 92.1 | — | |
| BlackBoxdim=512, Category=AP loss, Backbone=ResNet-502021.10 | 62.9 | 79.4 | 88.7 | 91.7 | — | |
| Blackbox AP2021.02 | 62.9 | 79 | 88.9 | 92.1 | — | |
| Proxy NCABackbone=ResNet50, Batch size=224, re-implementation=true2020.07 | 61.6 | 77.4 | 87 | 90.6 | — | |
| ProxyNCAdim=512, Category=Classification, Backbone=ResNet-502021.10 | 61.6 | 77.4 | 87 | 90.6 | — | |
| Proxy NCA2021.02 | 61.6 | 77.4 | 87 | 90.6 | — | |
| FastAPBackbone=ResNet50, Batch size=2242020.07 | 60.6 | 77 | 87.2 | 90.6 | — | |
| FastAPdim=512, Category=AP loss, Backbone=ResNet-502021.10 | 60.6 | 77 | 87.2 | 90.6 | — | |
| FastAP2021.02 | 60.6 | 77 | 87.2 | 90.6 | — | |
| Triplet Semi-HardBackbone=ResNet50, Batch size=2242020.07 | 58.1 | 75.5 | 86.8 | 90.7 | — | |
| Triplet SHdim=512, Category=Metric learning, Backbone=ResNet-502021.10 | 58.1 | 75.5 | 86.8 | 90.7 | — | |
| Triplet2021.02 | 58.1 | 75.5 | 86.8 | 90.7 | — |