Vehicle Retrieval on VehicleID (Small)
95.5Recall@1PNP-Dq
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PNP-DqBatch Size=3842021.02 | 95.5 | — | 97.8 | |
| Smooth-AP2021.02 | 94.9 | — | 97.6 | |
| XBMBackbone=ResNet50, Embedding size=128, mode=Contrastive2019.12 | 94.7 | — | 96.8 | |
| Cont. w/M2021.02 | 94.7 | — | 96.8 | |
| XBMBackbone=InceptionBN, Embedding size=512, mode=Contrastive2019.12 | 94.6 | — | 96.9 | |
| PNP-DqBatch Size=1122021.02 | 94.6 | — | 97.4 | |
| XBMBackbone=GoogleNet, Embedding size=512, mode=Contrastive2019.12 | 94 | — | 96.3 | |
| FastAPBackbone=ResNet50, Embedding size=5122019.12 | 91.9 | — | 96.8 | |
| FastAP2021.02 | 91.9 | — | 96.8 | |
| MSBackbone=InceptionBN, Embedding size=5122019.12 | 91 | — | 96.1 | |
| DREMLDim=92162019.09 | 88.5 | — | 94.8 | |
| DivideBackbone=ResNet50, Embedding size=1282019.12 | 87.7 | — | 92.9 | |
| Divide2021.02 | 87.7 | — | 92.9 | |
| MIC+marginDim=1282019.09 | 86.9 | — | 93.4 | |
| MICBackbone=ResNet50, Embedding size=1282019.12 | 86.9 | — | 93.4 | |
| MIC2021.02 | 86.9 | — | 93.4 | |
| A-BIERtype=Ensemble2018.01 | 86.3 | — | 92.7 | |
| A-BIERDim=5122019.09 | 86.3 | — | 92.7 | |
| A-BIERBackbone=GoogleNet, Embedding size=5122019.12 | 86.3 | — | 92.7 | |
| A-BIER Learner-3type=Single Learner2018.01 | 86 | — | 92.7 | |
| MarginDim=128, implementation=ResNet50 re-implementation2019.09 | 85.1 | — | 92.4 | |
| VANetBackbone=GoogleNet, Embedding size=20482019.12 | 83.3 | — | 95.9 | |
| BIER Learner-3type=Single Learner2018.01 | 82.6 | — | 90.5 | |
| BIERtype=Ensemble2018.01 | 82.6 | — | 90.6 | |
| BIERDim=5122019.09 | 82.6 | — | 90.6 | |
| BIERBackbone=GoogleNet, Embedding size=5122019.12 | 82.6 | — | 90.6 | |
| Ours Baseline2018.01 | 78 | — | 87.5 | |
| GS-TRS loss2018.01 | 75 | — | 83 | |
| GS-TRS2019.09 | 75 | — | 83 | |
| GS-TRS2019.12 | 75 | — | 83 | |
| Mixed Diff+CCL2018.01 | 49 | — | 73.5 | |
| MixDiff+CCL2019.09 | 49 | — | 73.5 | |
| GoogLeNet/pool5Backbone=GoogLeNet, Embedding Dimension=10242016.11 | — | 41.8 | — | |
| HDC + ContrastiveEmbedding Dimension=384, Testing Protocol=Multiple Crops2016.11 | — | 65.5 | — | |
| Mixed Diff + CCLBackbone=Mixed Diff, Embedding Dimension=10242016.11 | — | 54.6 | — | |
| VGG + CCLBackbone=VGG, Embedding Dimension=10242016.11 | — | 49.2 | — | |
| VGG + Triplet LossBackbone=VGG, Embedding Dimension=10242016.11 | — | 44.4 | — |