Deep Metric Learning on Cars-196
92.73R@1CouCE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CouCEBackbone=ResNet-50, Venue=Ours2026.06 | 92.73 | 95.53 | 42.69 | 34.36 | 78.24 | |
| PFMLBackbone=ResNet-50, Venue=CVPR’252026.06 | 91.4 | 94.85 | 40.93 | 31.88 | 77.39 | |
| DADABackbone=ResNet-50, Venue=AAAI’242026.06 | 91.21 | 94.54 | 40.48 | 31.58 | 76.9 | |
| IDMLBackbone=ResNet-50, Venue=TPAMI’232026.06 | 89.79 | 93.66 | 39.35 | 30.32 | 76.94 | |
| ACLBackbone=ResNet-50, Venue=TMM’242026.06 | 89.55 | 94.13 | 39.51 | 30.16 | 75.63 | |
| CouCEBackbone=BN-Inception, Venue=Ours2026.06 | 89.5 | 93.8 | 40.05 | 31.7 | 74.65 | |
| DDMLBackbone=ResNet-50, Venue=AAAI’252026.06 | 88.9 | 93.14 | 38.25 | 29.26 | 75.67 | |
| PFMLBackbone=BN-Inception, Venue=CVPR’252026.06 | 88.85 | 93.24 | 38.56 | 29.65 | 73.93 | |
| PLGBackbone=ResNet-50, Venue=CVPR’222026.06 | 88.68 | 93.96 | 37.43 | 27.37 | 72.21 | |
| HSEBackbone=ResNet-50, Venue=ICCV’232026.06 | 88.33 | 93.6 | 38.55 | 29.62 | 75.17 | |
| HISTBackbone=ResNet-50, Venue=CVPR’222026.06 | 88.28 | 93.03 | 35.69 | 26.02 | 73.73 | |
| DADABackbone=BN-Inception, Venue=AAAI’242026.06 | 88.25 | 91.64 | 37.69 | 28.95 | 73.16 | |
| ACLBackbone=BN-Inception, Venue=TMM’242026.06 | 88.22 | 92.59 | 37.77 | 28.74 | 73.08 | |
| NIRBackbone=ResNet-50, Venue=CVPR’222026.06 | 87.8 | 92.75 | 35.76 | 25.97 | 74.53 | |
| HIERBackbone=ResNet-50, Venue=CVPR’232026.06 | 87.49 | 92.36 | 37.02 | 27.87 | 73.47 | |
| DASBackbone=ResNet-50, Venue=ECCV’222026.06 | 87.06 | 92.6 | 34.24 | 24.71 | 72.09 | |
| DDMLBackbone=BN-Inception, Venue=AAAI’252026.06 | 86.88 | 91.87 | 36.35 | 27.39 | 72.68 | |
| NIRBackbone=BN-Inception, Venue=CVPR’222026.06 | 86.84 | 92.22 | 35.35 | 25.45 | 73.52 | |
| PLGBackbone=BN-Inception, Venue=CVPR’222026.06 | 86.55 | 92.14 | 35.21 | 25.81 | 71.15 | |
| DCMLBackbone=BN-Inception, Venue=ICML’222026.06 | 86.36 | 91.5 | 36.38 | 27.41 | 72.56 | |
| HISTBackbone=BN-Inception, Venue=CVPR’222026.06 | 86.31 | 91.94 | 34.77 | 25.52 | 72.61 | |
| DASBackbone=BN-Inception, Venue=ECCV’222026.06 | 84.85 | 90.8 | 33.56 | 24.01 | 70.44 | |
| MFTBackbone=ResNet-50, Venue=ICLR’242026.06 | 84.44 | 90.87 | 33.73 | 23.44 | 67.82 | |
| MFTBackbone=BN-Inception, Venue=ICLR’242026.06 | 83.32 | 90.83 | 33.17 | 23.04 | 67.45 |