CNN Based Hashing for Image Retrieval

@article{Guo2015CNNBH,
  title={CNN Based Hashing for Image Retrieval},
  author={Jinma Guo and Jianmin Li},
  journal={CoRR},
  year={2015},
  volume={abs/1509.01354}
}
Along with data on the web increasing dramatically, hashing is becoming more and more popular as a method of approximate nearest neighbor search. Previous supervised hashing methods utilized similarity/dissimilarity matrix to get semantic information. But the matrix is not easy to construct for a new dataset. Rather than to reconstruct the matrix, we proposed a straightforward CNN-based hashing method, i.e. binarilizing the activations of a fully connected layer with threshold 0 and taking the… CONTINUE READING