Table 10 Performance (Recall@k) Comparison under Zero-shot setting.
From: Learning optimal image representations through noise injection for fine-grained search
Method | CARS-196 | Cub-200-2011 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
k = 1 | k = 2 | k = 4 | k = 8 | k = 16 | k = 1 | k = 2 | k = 4 | k = 8 | k = 16 | |
Triplet7 | 39.1 | 50.4 | 63.3 | 74.5 | 84.1 | 36.1 | 48.6 | 59.3 | 70.0 | 80.2 |
LiftedStruct31 | 49.0 | 60.3 | 72.1 | 81.5 | 89.2 | 47.2 | 58.9 | 70.2 | 80.2 | 89.3 |
N-pairs32 | 53.9 | 66.8 | 77.7 | 86.3 | - | 45.4 | 58.4 | 69.5 | 79.4 | - |
SCDA27 | 58.5 | 69.8 | 79.1 | 86.2 | 91.8 | 62.2 | 74.2 | 83.2 | 90.1 | 94.3 |
CRL-WSL28 | 63.9 | 73.7 | 82.1 | 89.2 | 93.7 | 65.9 | 76.5 | 85.3 | 90.3 | 94.4 |
DGCRL34 | 75.9 | 83.9 | 89.7 | 94.0 | 96.6 | 67.9 | 79.1 | 86.2 | 91.8 | 94.8 |
EPSHN50 | 82.7 | 89.3 | 93.0 | - | - | 64.9 | 75.3 | 83.5 | - | - |
Zheng et al.37 | 81.1 | 88.8 | 93.7 | 96.7 | - | 55.2 | 68.7 | 79.0 | 89.5 | - |
Duan et al.38 | 78.2 | 86.2 | 92.0 | 95.5 | - | 61.2 | 73.7 | 83.3 | 90.3 | - |
Yingying et al. (VGG16-based)30 | 73.2 | 82.1 | 88.6 | 93.2 | 95.4 | 67.5 | 78.2 | 86.7 | 92.0 | 95.1 |
D & C39 | 87.76 | 70.67 | 65.97 | - | - | 68.16 | 69.49 | 55.35 | - | - |
Yingying et al. res101-based)30 | 85.4 | 91.2 | 94.4 | 96.5 | 97.7 | 73.1 | 81.5 | 86.6 | 92.7 | 95.4 |
McSAP52 | 84.6 | 91.5 | 95.1 | 97.4 | - | 63.5 | 75.6 | 84.8 | 91.3 | - |
Adaptive hierarchical53 | 82.4 | 89.5 | 93.8 | 95.9 | - | 65.3 | 76.1 | 84.7 | 90.7 | - |
HSE-EPSHN54 | 85.4 | 91.2 | 96.9 | - | - | 66.9 | 77.4 | 85.5 | - | - |
HSE-PA54 | 89.6 | 93.8 | 96.0 | - | - | 70.6 | 80.1 | 87.1 | - | - |
Multi-Proxy55 | 90.3 | 93.7 | 96.3 | - | - | 69.6 | 79.9 | 87.0 | - | - |
Anti-Collapse56 | 90.5 | 94.6 | - | - | - | 71.7 | 81.2 | - | - | - |
NormSoftmax51251 | 84.2 | 90.4 | 94.4 | 96.9 | - | 61.3 | 73.9 | 83.5 | 90.0 | - |
NormSoftmax204851 | 89.3 | 94.1 | 96.4 | 98.0 | - | 65.3 | 76.7 | 85.4 | 91.8 | - |
Our Method (R18)512 | 85.75 | 91.64 | 94.91 | 96.88 | 98.70 | 63.37 | 74.14 | 83.24 | 90.51 | 94.25 |
Our Method (R50)512 | 87.27 | 92.74 | 95.87 | 97.70 | 98.83 | 66.81 | 77.14 | 85.01 | 91.24 | 94.55 |
Our Method (R50)1024 | 88.17 | 93.36 | 96.27 | 97.82 | 99.03 | 67.34 | 77.57 | 85.57 | 91.27 | 95.59 |
Our Method (R50)2048 | 89.78 | 94.43 | 96.70 | 98.22 | 98.94 | 68.60 | 78.95 | 86.83 | 91.90 | 95.0 |
Our Method (R101)512 | 90.22 | 94.34 | 96.65 | 98.16 | 98.94 | 69.04 | 79.29 | 86.66 | 92.10 | 95.44 |
Our Method (R101)2048 | 91.33 | 95.20 | 97.34 | 98.55 | 99.13 | 71.59 | 81.62 | 88.18 | 92.91 | 95.90 |
