Image Retrieval on CAR
86.5Recall@1Direct Gradient Framework
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Direct Gradient FrameworkEmbedding Dimension=64, Batch Size=3842022.01 | 86.5 | 91.6 | 94.8 | |
| DREMLEmbedding Dimension=5762019.04 | 86 | 91.7 | 95 | |
| Direct Gradient FrameworkEmbedding Dimension=64, Batch Size=5122022.01 | 85.7 | 91.2 | 94.7 | |
| Direct Gradient FrameworkEmbedding Dimension=64, Batch Size=2562022.01 | 85.5 | 91 | 94.6 | |
| ABEEmbedding Dimension=5122019.04 | 85.2 | 90.5 | 94 | |
| EPSHNEmbedding Dimension=5122019.04 | 82.7 | 89.3 | 93 | |
| Direct Gradient FrameworkEmbedding Dimension=64, Batch Size=1282022.01 | 82.5 | 89.1 | 93.3 | |
| HTLEmbedding Dimension=5122019.04 | 81.4 | 88 | 92.7 | |
| DR-MSEmbedding Dimension=64, Batch Size=128, Implementation=Paper Re-implementation2022.01 | 79.9 | 87 | 91.7 | |
| DR-MSEmbedding Dimension=642022.01 | 79.3 | 86.7 | 91.4 | |
| MSEmbedding Dimension=64, Batch Size=128, Implementation=Paper Re-implementation2022.01 | 79 | 86.6 | 91.5 | |
| Proxy-anchorEmbedding Dimension=642022.01 | 78.8 | 87 | 92.2 | |
| SoftTripleEmbedding Dimension=642022.01 | 78.6 | 86.6 | 91.8 | |
| BIEREmbedding Dimension=5122019.04 | 78 | 85.8 | 91.1 | |
| MSEmbedding Dimension=642022.01 | 77.3 | 85.3 | 90.5 | |
| EasyPositiveEmbedding Dimension=642022.01 | 75.5 | 84.2 | 90.3 | |
| SCTEmbedding Dimension=642022.01 | 73.4 | 82 | 88 | |
| HDCEmbedding Dimension=3842019.04 | 73.2 | 82.4 | 86.4 | |
| ProxyNCAEmbedding Dimension=642022.01 | 73.2 | 82.4 | 86.4 | |
| LiftedStructEmbedding Dimension=642022.01 | 53 | 65.7 | 76 |