Research Article
A Boosting-Based Deep Distance Metric Learning Method
| ā | SOP |
| R@ | 1 | 10 | 100 | 1000 | Contrastive [2] | 42.0 | 58.2 | 73.8 | 89.1 | Triplet [2] | 42.1 | 63.5 | 82.5 | 94.8 | LiftedStruct [2] | 62.1 | 79.8 | 91.3 | 97.4 | N-Pairs [11] | 67.7 | 83.8 | 93.0 | 97.8 | Angular loss [12] | 70.9 | 85.0 | 93.5 | 98.0 | HDC [28] | 69.5 | 84.4 | 92.8 | 97.7 | HTL [16] | 74.8 | 88.3 | 94.8 | 98.4 | ABE [9] | 76.3 | 88.4 | 94.8 | 98.2 | MS [13] | 78.2 | 90.5 | 96.0 | 98.7 | SoftTriple [29] | 78.3 | 90.3 | 95.9 | - | Ours | 78.7 | 91.6 | 96.8 | 99.3 |
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