Deep Learning Logo Detection with Data Expansion by Synthesising Context

  title={Deep Learning Logo Detection with Data Expansion by Synthesising Context},
  author={Hang Su and Xiatian Zhu and Shaogang Gong},
  journal={2017 IEEE Winter Conference on Applications of Computer Vision (WACV)},
Logo detection in unconstrained images is challenging, particularly when only very sparse labelled training images are accessible due to high labelling costs. In this work, we describe a model training image synthesising method capable of improving significantly logo detection performance when only a handful of (e.g., 10) labelled training images captured in realistic context are available, avoiding extensive manual labelling costs. Specifically, we design a novel algorithm for generating… CONTINUE READING
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