Image Retrieval on CARS 196 (test)
91.5Recall@1ProxyAnchor-AVSL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ProxyAnchor-AVSLSetting=512R2022.03 | 91.5 | 95 | 97 | 98.4 | — | — | |
| ProxyAnchorSetting=512R2022.03 | 87.7 | 92.9 | 95.8 | 97.9 | — | — | |
| DIMLSetting=512R2022.03 | 87 | — | — | — | — | — | |
| MarginInput transformation=Cropped Images2017.06 | 86.9 | 92.7 | 95.6 | 97.6 | 98.7 | 77.5 | |
| DRMLSetting=512R2022.03 | 86.9 | 92.1 | 95.2 | 97.4 | — | — | |
| SoftTripleSetting=512BN2022.03 | 86.1 | 91.7 | 95 | 97.3 | — | — | |
| DREMLDim=92162019.09 | 86 | 91.7 | 95 | — | — | — | |
| ABESetting=512G2022.03 | 85.2 | 90.5 | 94 | 96.1 | — | — | |
| DCMLSetting=512R2022.03 | 85.2 | 91.8 | 96 | 98 | — | — | |
| SoftTripleEmbedding dimension=large2019.09 | 84.5 | 90.7 | 94.5 | 96.9 | — | 70.1 | |
| MSSetting=512BN2022.03 | 84.1 | 90.4 | 94 | 96.5 | — | — | |
| HDCInput transformation=Cropped Images2017.06 | 83.8 | 89.8 | 93.6 | 96.2 | 97.8 | — | |
| CircleSetting=512BN2022.03 | 83.4 | 89.8 | 94.1 | 96.5 | — | — | |
| SoftMaxnormEmbedding dimension=large2019.09 | 83.2 | 89.5 | 94 | 96.6 | — | 69.7 | |
| MIC+marginDim=128, Backbone=ResNet-502019.09 | 82.6 | 89.1 | 93.2 | — | — | — | |
| DVMLDim=5122019.09 | 82 | 88.4 | 93.3 | — | — | — | |
| A-BIERDim=5122019.09 | 82 | 89 | 93.2 | — | — | — | |
| DVMLSetting=512BN2022.03 | 82 | 88.4 | 93.3 | 96.3 | — | — | |
| A-BIERSetting=512G2022.03 | 82 | 89 | 93.2 | 96.1 | — | — | |
| HTLDim=5122019.09 | 81.4 | 88 | 92.7 | — | — | — | |
| HTLEmbedding dimension=large2019.09 | 81.4 | 88 | 92.7 | 95.7 | — | — | |
| Margin-AVSLSetting=512R2022.03 | 81.1 | 88.8 | 93.4 | 96.4 | — | — | |
| MarginDim=128, Backbone=ResNet-502019.09 | 80 | 87.7 | 92.3 | — | — | — | |
| MarginInput transformation=Original Images2017.06 | 79.6 | 86.5 | 91.9 | 95.1 | 97.3 | 69.1 | |
| MarginDim=1282019.09 | 79.6 | 86.5 | 90.1 | — | — | — | |
| MarginEmbedding dimension=large2019.09 | 79.6 | 86.5 | 91.9 | 95.1 | — | 69.1 | |
| HDMLSetting=512BN2022.03 | 79.1 | 87.1 | 92.1 | 95.5 | — | — | |
| SoftTripleEmbedding dimension=642019.09 | 78.6 | 86.6 | 91.8 | 95.4 | — | 67 | |
| MarginSetting=512R2022.03 | 78.2 | 86.7 | 92.3 | 95.3 | — | — | |
| BIERDim=5122019.09 | 78 | 85.8 | 91.1 | — | — | — | |
| SoftMax_normEmbedding dimension=642019.09 | 76.8 | 85.6 | 91.3 | 95.2 | — | 66.7 | |
| HTG2019.09 | 76.5 | 84.7 | 90.4 | — | — | — | |
| MIC+ProxyNCADim=128, Backbone=ResNet-502019.09 | 75.9 | 84.1 | 90.1 | — | — | — | |
| DAMLSetting=512BN2022.03 | 75.1 | 83.8 | 89.7 | 93.5 | — | — | |
| HDCInput transformation=Original Images2017.06 | 73.7 | 83.2 | 89.5 | 93.8 | 96.7 | — | |
| HDCEmbedding dimension=large2019.09 | 73.7 | 83.2 | 89.5 | 93.8 | — | — | |
| HDCSetting=384G2022.03 | 73.7 | 83.2 | 89.5 | 93.8 | — | — | |
| DAMLRRMSetting=512G2022.03 | 73.5 | 82.6 | 89.1 | 93.5 | — | — | |
| ProxyNCADim=642019.09 | 73.2 | 82.4 | 86.4 | — | — | — | |
| ProxyNCAEmbedding dimension=642019.09 | 73.2 | 82.4 | 86.4 | 88.7 | — | 64.9 | |
| ProxyNCADim=128, Backbone=ResNet-502019.09 | 73 | 81.3 | 87.9 | — | — | — | |
| DE-DSPSetting=512G2022.03 | 72.9 | 81.6 | 88.8 | — | — | — | |
| AngularSetting=512G2022.03 | 71.3 | 80.7 | 87 | 91.8 | — | — | |
| N-pairsInput transformation=Original Images2017.06 | 71.1 | 79.7 | 86.5 | 91.6 | — | 64 | |
| Npairs*Embedding dimension=642019.09 | 71.1 | 79.7 | 86.5 | 91.6 | — | 64 | |
| MIC+semihDim=128, Backbone=ResNet-502019.09 | 70.5 | 80.5 | 87.4 | — | — | — | |
| SemihardDim=128, Backbone=ResNet-502019.09 | 65.5 | 76.9 | 85.2 | — | — | — | |
| StructClusteringInput transformation=Original Images2017.06 | 58.1 | 70.6 | 80.3 | 87.8 | — | 59 | |
| ClusteringEmbedding dimension=642019.09 | 58.1 | 70.6 | 80.3 | 87.8 | — | 59 | |
| PDDM QuadrupletInput transformation=Cropped Images2017.06 | 57.4 | 68.6 | 80.1 | 89.4 | 92.3 | — | |
| LiftedStructInput transformation=Original Images2017.06 | 53 | 65.7 | 76 | 84.3 | — | 56.9 | |
| LiftedStructEmbedding dimension=642019.09 | 53 | 65.7 | 76 | 84.3 | — | 56.9 | |
| Triplet Semi-hardInput transformation=Original Images2017.06 | 51.5 | 63.8 | 73.5 | 82.4 | — | 53.4 | |
| Semihard2019.09 | 51.5 | 63.8 | 73.5 | — | — | — | |
| SemiHardEmbedding dimension=642019.09 | 51.5 | 63.8 | 73.5 | 82.4 | — | 53.4 | |
| PDDM TripleInput transformation=Cropped Images2017.06 | 46.4 | 58.2 | 70.3 | 80.1 | 88.6 | — |