A Generalized Laplacian of Gaussian Filter for Blob Detection and Its Applications

@article{Kong2013AGL,
  title={A Generalized Laplacian of Gaussian Filter for Blob Detection and Its Applications},
  author={Hui Kong and Hatice Çinar Akakin and Sanjay E. Sarma},
  journal={IEEE Transactions on Cybernetics},
  year={2013},
  volume={43},
  pages={1719-1733}
}
In this paper, we propose a generalized Laplacian of Gaussian (LoG) (gLoG) filter for detecting general elliptical blob structures in images. The gLoG filter can not only accurately locate the blob centers but also estimate the scales, shapes, and orientations of the detected blobs. These functions can be realized by generalizing the common 3-D LoG scale-space blob detector to a 5-D gLoG scale-space one, where the five parameters are image-domain coordinates (x, y), scales (σx, σy), and… CONTINUE READING
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A scale-selective log blob detector for nuclei counting

  • H. C. Akakin, H. Kong, M. Gurcan
  • IEEE Trans. Biomed. Eng., 2012, to be published.
  • 2012
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