Image Retrieval on Cars-196 cropped (test)
93Recall@1ABE-8
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ABE-8Embedding Dimension=512, Backbone=GoogLeNet2018.04 | 93 | 95.9 | 97.5 | 98.5 | — | — | |
| ABE-4Embedding Dimension=512, Backbone=GoogLeNet2018.04 | 91.6 | 95.1 | 96.8 | 97.8 | — | — | |
| A-BIER2018.01 | 90.3 | 94.1 | 96.8 | 97.9 | 98.9 | 99.4 | |
| A-BIEREmbedding Dimension=512, Backbone=GoogLeNet2018.04 | 90.3 | 94.1 | 96.8 | 97.9 | — | — | |
| A-BIERensemble_size=Learner-32018.01 | 88.5 | 93.2 | 95.3 | 97.7 | 98.5 | 99.2 | |
| ABE-2Embedding Dimension=512, Backbone=GoogLeNet2018.04 | 88.2 | 92.8 | 95.6 | 97.3 | — | — | |
| BIER2018.01 | 87.2 | 92.2 | 95.3 | 97.4 | 98.5 | 99.3 | |
| Margin2018.01 | 86.9 | 92.7 | 95.6 | 97.6 | 98.7 | — | |
| Margin†Embedding Dimension=128, Backbone=ResNet-502018.04 | 86.9 | 92.7 | 95.6 | 97.6 | — | — | |
| BIERensemble_size=Learner-32018.01 | 85.8 | 91.7 | 94.8 | 97.2 | 98.4 | 99.2 | |
| HDC2018.01 | 83.8 | 89.8 | 93.6 | 96.2 | 97.8 | 98.9 | |
| HDCEmbedding Dimension=384, Backbone=GoogLeNet2018.04 | 83.8 | 89.8 | 93.6 | 96.2 | — | — | |
| Ours Baseline2018.01 | 82.6 | 88.8 | 93.1 | 96.1 | 97.5 | 98.7 | |
| PDDM + Quadruplet2018.01 | 57.4 | 68.6 | 80.1 | 89.4 | 92.3 | 94.9 | |
| PDDM + QuadrupletEmbedding Dimension=128, Backbone=GoogLeNet2018.04 | 57.4 | 68.6 | 80.1 | 89.4 | — | — | |
| PDDM + Triplet2018.01 | 46.4 | 58.2 | 70.3 | 80.1 | 88.6 | 92.6 | |
| PDDM + TripletEmbedding Dimension=128, Backbone=GoogLeNet2018.04 | 46.4 | 58.2 | 70.3 | 80.1 | — | — |