Image Retrieval on SOP (R@1, R@10, R@100)
88.2Recall@1Potential Field
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Potential FieldBackbone=ViT, Embedding Dimension=3842024.05 | 88.2 | 95.7 | 98.6 | |
| Potential FieldBackbone=DINO, Embedding Dimension=3842024.05 | 86.5 | 95.1 | 98 | |
| HIERBackbone=ViT, Embedding Dimension=3842024.05 | 86.1 | 95 | 98 | |
| HypBackbone=ViT, Embedding Dimension=3842024.05 | 85.9 | 94.9 | 98.1 | |
| HIERBackbone=DINO, Embedding Dimension=3842024.05 | 85.7 | 94.6 | 97.8 | |
| HypBackbone=DINO, Embedding Dimension=3842024.05 | 85.1 | 94.4 | 97.8 | |
| Potential FieldBackbone=ResNet50, Embedding Dimension=5122024.05 | 82.9 | 92.5 | 96.8 | |
| HISTBackbone=ResNet50, Embedding Dimension=5122024.05 | 81.4 | 92 | 96.7 | |
| MS+DASBackbone=ResNet50, Embedding Dimension=5122024.05 | 80.6 | 91.8 | 96.7 | |
| Potential FieldBackbone=BN Inception, Embedding Dimension=5122024.05 | 80.6 | 91.8 | 96.4 | |
| HIERBackbone=ResNet50, Embedding Dimension=5122024.05 | 80.2 | 91.5 | 96.6 | |
| HSE-PABackbone=ResNet50, Embedding Dimension=5122024.05 | 80 | 91.4 | 96.3 | |
| DCML-MDWBackbone=ResNet50, Embedding Dimension=5122024.05 | 79.8 | 90.8 | 95.8 | |
| DiVABackbone=ResNet50, Embedding Dimension=5122024.05 | 79.6 | 91.2 | — | |
| Proxy NCA++Backbone=ResNet50, Embedding Dimension=5122024.05 | 79.6 | — | — | |
| HISTBackbone=BN Inception, Embedding Dimension=5122024.05 | 79.6 | 91 | 96.2 | |
| CPMLBackbone=ResNet50, Embedding Dimension=5122024.05 | 79.4 | 90.7 | 96.1 | |
| HSE-MBackbone=BN Inception, Embedding Dimension=5122024.05 | 79.2 | 90.4 | — | |
| PA+niVBackbone=BN Inception, Embedding Dimension=5122024.05 | 79.2 | 90.4 | — | |
| Proxy AnchorBackbone=BN Inception, Embedding Dimension=5122024.05 | 79.1 | 90.8 | 96.2 | |
| ESPHNBackbone=ResNet50, Embedding Dimension=5122024.05 | 78.3 | 90.7 | 96.3 | |
| SoftTripleBackbone=BN Inception, Embedding Dimension=5122024.05 | 78.3 | 90.3 | 95.9 | |
| CircleLossBackbone=BN Inception, Embedding Dimension=5122024.05 | 78.3 | 90.5 | 96.1 | |
| N.SoftmaxBackbone=ResNet50, Embedding Dimension=5122024.05 | 78.2 | 90.6 | 96.2 | |
| MultiSimilarityBackbone=BN Inception, Embedding Dimension=5122024.05 | 78.2 | 90.5 | 96 | |
| MS+DASBackbone=BN Inception, Embedding Dimension=5122024.05 | 78.2 | 90.3 | 96 | |
| DiVABackbone=BN Inception, Embedding Dimension=5122024.05 | 78.1 | 90.6 | — | |
| ProxyGMLBackbone=BN Inception, Embedding Dimension=5122024.05 | 78 | 90.6 | 96.2 | |
| HTLBackbone=BN Inception, Embedding Dimension=5122024.05 | 74.8 | 88.3 | 94.8 | |
| DRML-PABackbone=BN Inception, Embedding Dimension=5122024.05 | 71.5 | 85.2 | 93 | |
| DINOBackbone=DINO, Embedding Dimension=3842024.05 | 63.4 | 78.1 | 88.3 | |
| ViT-SBackbone=ViT, Embedding Dimension=3842024.05 | 62.1 | 77.7 | 89 |