FSpH: Fitted spectral hashing for efficient similarity search ?
We find that the projection of high-dimensional data on PCA axis has specific pattern. For efficiency, we use fitting function to fit this pattern to uniform distribution. Two binary hashing methods are proposed with Sigmoid function and Fourier function. The proposed methods are efficient and outperform current methods.
spectral hashing sigmoid function fourier function