.png){kind=icon}
Return
Adaptive Bayesian contextual classification based on Markov random fields
.png){kind=icon}
PRE
AI
DOI：10.1109/TGRS.2002.805087.png)
.png){kind=icon}
Original request for help.png){kind=icon}
Share.png){kind=icon}
Save
Abstract
En 中文
In this paper, an adaptive Bayesian contextual classification procedure that utilizes both spectral and spatial interpixel dependency contexts in estimation of statistics and classification is proposed. Essentially, this classifier is the constructive coupling of an adaptive classification procedure and a Bayesian contextual classification procedure. In this classifier, the joint prior probabilities of the classes of each pixel and its spatial neighbors are modeled by the Markov random field. The estimation of statistics and classification are performed in a recursive manner to allow the establishment of the positive-feedback process in a computationally efficient manner. Experiments with real hyperspectral data show that, starting with a small training sample set, this classifier can reach classification accuracies similar to that obtained by a pixelwise maximum likelihood pixel classifier with a very large training sample set. Additionally, classification maps are produced that have significantly less speckle error.
Keywords:
adaptive iterative classification procedure
Bayesian contextual classification procedure
hyperspectral data
iterative conditional mode (ICM)
semilabeled samples
Journal
IF:
8.6
Papers:
2.1W
Citations:
10.7W
Organization
No organization information available
Cited Papers
ShareSaveSimulated Propagation Properties for Future Outdoor sub-THz Networks.png)
2020 IEEE 31st Annual International Symposium on Personal, Indoor and Mobile Radio Communications
OAAI
2020 IEEE 31st Annual International Symposium on Personal, Indoor and Mobile Radio CommunicationsIF0
OAAIShareSaveShareSaveShareSaveAn adaptive classifier design for high-dimensional data analysis with a limited training data set
PREAI
ShareSaveA Typical Preparation of Francisella tularensisO-Antigen Yields a Mixture of Three Types of SaccharidesBiochemistryOAAI
BiochemistryIF0
OAAIShareSave no more
no more