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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Jimenez-Alaniz, R.J. Pohi-Alfaro, M. Medina-Bafluelos, V. Yaflez-Suarez, O. |
| Copyright Year | 2006 |
| Description | Author affiliation: Dept. of Electr. Eng., Univ. Autonoma Metropolitana-Iztapalapa, Mexico City (Jimenez-Alaniz, R.J.; Pohi-Alfaro, M.; Medina-Bafluelos, V.; Yaflez-Suarez, O.) |
| Abstract | To delineate arbitrarily shaped clusters in a complex multimodal feature space, such as the brain MRI intensity space, often requires kernel estimation techniques with locally adaptive bandwidths, such as the adaptive mean shift procedure. Proper selection of the kernel bandwidth is a critical step for a better quality in the clustering. This paper presents a solution for the bandwidth selection, which is completely nonparametric and is based on the sample point estimator to yield a spatial pattern of local bandwidths. The method was applied to synthetic brain images, showing a high performance even in the presence of varying noise level and bias |
| Sponsorship | IEEE EMB |
| Starting Page | 3114 |
| Ending Page | 3117 |
| File Size | 275376 |
| Page Count | 4 |
| File Format | |
| ISBN | 1424400325 |
| ISSN | 1557170X |
| DOI | 10.1109/IEMBS.2006.260480 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2006-08-30 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Magnetic resonance imaging Bandwidth Kernel Image segmentation Parametric statistics Reactive power Cities and towns USA Councils Yield estimation Brain |
| Content Type | Text |
| Resource Type | Article |
| Subject | Signal Processing Biomedical Engineering Health Informatics Computer Vision and Pattern Recognition |
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