Transfer Learning for Material Classification using Convolutional Networks

@article{Wieschollek2016TransferLF,
  title={Transfer Learning for Material Classification using Convolutional Networks},
  author={Patrick Wieschollek and Hendrik P. A. Lensch},
  journal={CoRR},
  year={2016},
  volume={abs/1609.06188}
}
Material classification in natural settings is a challenge due to complex interplay of geometry, reflectance properties, and illumination. Previous work on material classification relies strongly on hand-engineered features of visual samples. In this work we use a Convolutional Neural Network (convnet) that learns descriptive features for the specific task of material recognition. Specifically, transfer learning from the task of object recognition is exploited to more effectively train good… CONTINUE READING
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