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| Ming-Ming Cheng, Guo-Xin Zhang, "Connectedness of Random Walk Segmentation," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 33, no. 1, pp. 200-202, January, 2011. | |||
| BibTex | x | ||
| @article{ 10.1109/TPAMI.2010.138, author = {Ming-Ming Cheng and Guo-Xin Zhang}, title = {Connectedness of Random Walk Segmentation}, journal ={IEEE Transactions on Pattern Analysis and Machine Intelligence}, volume = {33}, number = {1}, issn = {0162-8828}, year = {2011}, pages = {200-202}, doi = {http://doi.ieeecomputersociety.org/10.1109/TPAMI.2010.138}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } | |||
| RefWorks Procite/RefMan/Endnote | x | ||
| TY - JOUR JO - IEEE Transactions on Pattern Analysis and Machine Intelligence TI - Connectedness of Random Walk Segmentation IS - 1 SN - 0162-8828 SP200 EP202 EPD - 200-202 A1 - Ming-Ming Cheng, A1 - Guo-Xin Zhang, PY - 2011 KW - Image segmentation KW - random walk KW - Laplace's equation KW - counterexample KW - connectednes. VL - 33 JA - IEEE Transactions on Pattern Analysis and Machine Intelligence ER - | |||
Connectedness of random walk segmentation is examined, and novel properties are discovered, by considering electrical circuits equivalent to random walks. A theoretical analysis shows that earlier conclusions concerning connectedness of random walk segmentation results are incorrect, and counterexamples are demonstrated.
[1] L. Grady, "Random Walks for Image Segmentation," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 28, no. 11, pp. 1768-1783, Nov. 2006.
[2] P. Doyle and L. Snell, Random Walks and Electric Networks, Carus Mathematical Monographs, no. 22. Math. Assoc. of Am., 1984.
Index Terms:
Image segmentation, random walk, Laplace's equation, counterexample, connectednes.
Citation:
Ming-Ming Cheng, Guo-Xin Zhang, "Connectedness of Random Walk Segmentation," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 33, no. 1, pp. 200-202, Jan. 2011, doi:10.1109/TPAMI.2010.138
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