Classification is a Strong Baseline for Deep Metric Learning

30 Nov 2018Andrew ZhaiHao-Yu Wu

Deep metric learning aims to learn a function mapping image pixels to embedding feature vectors that model the similarity between images. Two major applications of metric learning are content-based image retrieval and face verification... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Image Retrieval CARS196 NormSoftmax2048 (ResNet-50) [email protected] 89.3 # 3
Image Retrieval CUB-200-2011 NormSoftmax2048 (ResNet-50) [email protected] 65.3 # 4
Image Retrieval In-Shop NormSoftmax2048 (ResNet-50) [email protected] 89.4 # 5
Image Retrieval SOP NormSoftmax2048 (ResNet-50) [email protected] 79.5 # 4

Methods used in the Paper