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ResearchFormerly WizWand

Image Retrieval on Cars196 standard (test)

91Recall@1CCL*
72.48877.29482.186.906Aug 1, 2023
Updated 8mo ago

Evaluation results

MethodLinks
CCL*Backbone=ResNet-50, Embedding Size=512, margin (m)=nonzero, Input Size=Larger2023.089194.596.8
CCLBackbone=ResNet-50, Embedding Size=512, margin (m)=0, Input Size=Larger2023.0889.693.996.4
NSoftmaxBackbone=ResNet-50, Embedding Size=20482023.0889.394.196.4
CEBackbone=ResNet-50, Embedding Size=20482023.0889.393.996.6
MetrixBackbone=ResNet-50, Embedding Size=5122023.0888.593.496.5
ProxyAnchor+Backbone=Inception, Embedding Size=5122023.0888.393.195.7
RS@kBackbone=ResNet-50, Embedding Size=5122023.0888.29395.9
BaselineBackbone=ResNet-50, Embedding Size=512, margin (m)=0, lambda=0, Input Size=Larger2023.0887.792.495.7
Triplet-SHBackbone=ResNet-50, Embedding Size=5122023.0886.992.795.6
ProxyNCA++Backbone=ResNet-50, Embedding Size=5122023.0886.592.595.7
HORDEBackbone=Inception, Embedding Size=512, Input Size=Larger2023.0886.291.995.1
CosFaceBackbone=ResNet-50, Embedding Size=5122023.0885.5——
ProxyGMLBackbone=Inception, Embedding Size=5122023.0885.591.895.3
ArcFaceBackbone=ResNet-50, Embedding Size=5122023.0885.4——
BlackBoxBackbone=ResNet-50, Embedding Size=5122023.0884.290.494.4
MSBackbone=Inception, Embedding Size=5122023.0884.190.494
CircleLossBackbone=ResNet-50, Embedding Size=5122023.0883.489.894.1
SoftTripleBackbone=ResNet-50, Embedding Size=5122023.0883.289.594
HTLBackbone=Inception, Embedding Size=5122023.0878.88792.2
SmoothAPBackbone=ResNet-50, Embedding Size=5122023.0876.184.389.8
RLLBackbone=Inception, Embedding Size=5122023.087483.690.1
Triplet-SCTBackbone=ResNet-50, Embedding Size=512, Input Size=Larger2023.0873.48288
ProxyNCABackbone=ResNet-50, Embedding Size=5122023.0873.282.486.4