Image Retrieval on Stanford Online Products (SOP) standard (test)
83.1Recall@1ROADMAP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ROADMAPBackbone=ResNet-50, Embedding Size=512, Input Size=Larger2023.08 | 83.1 | 92.7 | 96.3 | |
| CCL*Backbone=ResNet-50, Embedding Size=512, margin (m)=nonzero, Input Size=Larger2023.08 | 83.1 | 93.3 | 97.4 | |
| CCLBackbone=ResNet-50, Embedding Size=512, margin (m)=0, Input Size=Larger2023.08 | 82.3 | 93 | 97.4 | |
| RS@kBackbone=ResNet-50, Embedding Size=5122023.08 | 82.1 | 92.8 | 97 | |
| Triplet-SCTBackbone=ResNet-50, Embedding Size=512, Input Size=Larger2023.08 | 81.9 | 92.6 | 96.8 | |
| MetrixBackbone=ResNet-50, Embedding Size=5122023.08 | 81.3 | 92.7 | 97.1 | |
| CEBackbone=ResNet-50, Embedding Size=20482023.08 | 81.1 | 91.7 | 96.3 | |
| BaselineBackbone=ResNet-50, Embedding Size=512, margin (m)=0, lambda=0, Input Size=Larger2023.08 | 80.8 | 92.5 | 97.3 | |
| ProxyNCA++Backbone=ResNet-50, Embedding Size=5122023.08 | 80.7 | 92 | 96.7 | |
| SoftBinBackbone=ResNet-50, Embedding Size=5122023.08 | 80.6 | 91.3 | 96.1 | |
| ProxyAnchor+Backbone=Inception, Embedding Size=5122023.08 | 80.3 | 91.4 | 96.4 | |
| HORDEBackbone=Inception, Embedding Size=512, Input Size=Larger2023.08 | 80.1 | 91.3 | 96.2 | |
| SmoothAPBackbone=ResNet-50, Embedding Size=5122023.08 | 80.1 | 91.5 | 96.6 | |
| XBMBackbone=Inception, Embedding Size=5122023.08 | 79.5 | 90.8 | 96.1 | |
| NSoftmaxBackbone=ResNet-50, Embedding Size=20482023.08 | 79.5 | 91.5 | 96.7 | |
| BlackBoxBackbone=ResNet-50, Embedding Size=5122023.08 | 78.6 | 90.5 | 96 | |
| CircleLossBackbone=ResNet-50, Embedding Size=5122023.08 | 78.3 | 90.5 | 96.1 | |
| SoftTripleBackbone=ResNet-50, Embedding Size=5122023.08 | 78.3 | 90.3 | 95.9 | |
| MSBackbone=Inception, Embedding Size=5122023.08 | 78.2 | 90.5 | 96 | |
| ProxyGMLBackbone=Inception, Embedding Size=5122023.08 | 78 | 90.6 | 96.2 | |
| FastAPBackbone=ResNet-50, Embedding Size=5122023.08 | 76.4 | 89 | 95.1 | |
| ArcFaceBackbone=ResNet-50, Embedding Size=5122023.08 | 76.2 | — | — | |
| RLLBackbone=Inception, Embedding Size=5122023.08 | 76.1 | 89.1 | 95.4 | |
| CosFaceBackbone=ResNet-50, Embedding Size=5122023.08 | 75.8 | — | — | |
| HTLBackbone=Inception, Embedding Size=5122023.08 | 74.8 | 88.3 | 94.8 | |
| ProxyNCABackbone=ResNet-50, Embedding Size=5122023.08 | 73.7 | — | — | |
| Triplet-SHBackbone=ResNet-50, Embedding Size=5122023.08 | 72.7 | 86.2 | 93.8 |