Hard-Aware Deeply Cascaded Embedding

Riding on the waves of deep neural networks, deep metric learning has also achieved promising results in various tasks using triplet network or Siamese network. Though the basic goal of making images from the same category closer than the ones from different categories is intuitive, it is hard to directly optimize due to the quadratic or cubic sample size... (read more)

PDF Abstract ICCV 2017 PDF ICCV 2017 Abstract

Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Metric Learning CUB-200-2011 HDC [email protected] 60.7 # 8
Image Retrieval SOP HDC [email protected] 69.5 # 9

Methods used in the Paper


METHOD TYPE
🤖 No Methods Found Help the community by adding them if they're not listed; e.g. Deep Residual Learning for Image Recognition uses ResNet