Image Retrieval on Cars196 standard (test)
91Recall@1CCL*
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CCL*Backbone=ResNet-50, Embedding Size=512, margin (m)=nonzero, Input Size=Larger2023.08 | 91 | 94.5 | 96.8 | |
| CCLBackbone=ResNet-50, Embedding Size=512, margin (m)=0, Input Size=Larger2023.08 | 89.6 | 93.9 | 96.4 | |
| NSoftmaxBackbone=ResNet-50, Embedding Size=20482023.08 | 89.3 | 94.1 | 96.4 | |
| CEBackbone=ResNet-50, Embedding Size=20482023.08 | 89.3 | 93.9 | 96.6 | |
| MetrixBackbone=ResNet-50, Embedding Size=5122023.08 | 88.5 | 93.4 | 96.5 | |
| ProxyAnchor+Backbone=Inception, Embedding Size=5122023.08 | 88.3 | 93.1 | 95.7 | |
| RS@kBackbone=ResNet-50, Embedding Size=5122023.08 | 88.2 | 93 | 95.9 | |
| BaselineBackbone=ResNet-50, Embedding Size=512, margin (m)=0, lambda=0, Input Size=Larger2023.08 | 87.7 | 92.4 | 95.7 | |
| Triplet-SHBackbone=ResNet-50, Embedding Size=5122023.08 | 86.9 | 92.7 | 95.6 | |
| ProxyNCA++Backbone=ResNet-50, Embedding Size=5122023.08 | 86.5 | 92.5 | 95.7 | |
| HORDEBackbone=Inception, Embedding Size=512, Input Size=Larger2023.08 | 86.2 | 91.9 | 95.1 | |
| CosFaceBackbone=ResNet-50, Embedding Size=5122023.08 | 85.5 | — | — | |
| ProxyGMLBackbone=Inception, Embedding Size=5122023.08 | 85.5 | 91.8 | 95.3 | |
| ArcFaceBackbone=ResNet-50, Embedding Size=5122023.08 | 85.4 | — | — | |
| BlackBoxBackbone=ResNet-50, Embedding Size=5122023.08 | 84.2 | 90.4 | 94.4 | |
| MSBackbone=Inception, Embedding Size=5122023.08 | 84.1 | 90.4 | 94 | |
| CircleLossBackbone=ResNet-50, Embedding Size=5122023.08 | 83.4 | 89.8 | 94.1 | |
| SoftTripleBackbone=ResNet-50, Embedding Size=5122023.08 | 83.2 | 89.5 | 94 | |
| HTLBackbone=Inception, Embedding Size=5122023.08 | 78.8 | 87 | 92.2 | |
| SmoothAPBackbone=ResNet-50, Embedding Size=5122023.08 | 76.1 | 84.3 | 89.8 | |
| RLLBackbone=Inception, Embedding Size=5122023.08 | 74 | 83.6 | 90.1 | |
| Triplet-SCTBackbone=ResNet-50, Embedding Size=512, Input Size=Larger2023.08 | 73.4 | 82 | 88 | |
| ProxyNCABackbone=ResNet-50, Embedding Size=5122023.08 | 73.2 | 82.4 | 86.4 |