ResNet-50 + ProxyNCA++

Reported on 4 benchmarks across 1 task · 1 paper · 1 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology4 results

Metric LearningonIn-Shop
R@1· uses extra data· 2020-04-02
90.9
best: 96.7 (Unicom+ViT-L@336px)
SOTA
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis arXiv:2004.01113
Metric LearningonCARS196
R@1· uses extra data· 2020-04-02
86.5
best: 98.2 (Unicom+ViT-L@336px)
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis arXiv:2004.01113
Metric Learningon CUB-200-2011
R@1· uses extra data· 2020-04-02
69
best: 90.1 (Unicom+ViT-L@336px)
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis arXiv:2004.01113
Metric LearningonStanford Online Products
R@1· uses extra data· 2020-04-02
80.7
best: 91.2 (Unicom+ViT-L@336px)
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis arXiv:2004.01113