Back close

A multigradient algorithm using a mixture of experts architecture for landcover classification of multisensor images

Publication Type : Journal Article

Source : International Journal of Remote Sensing

Url : https://www.tandfonline.com/doi/full/10.1080/01431161.2010.493564

Campus : Amritapuri

School : School of Physical Sciences

Year : 2011

Abstract : An algorithm for supervised classification of multisensor images is proposed. The mixture of experts (ME) architecture with dynamic weight allocation is used for multiclass classification. Here the classification is treated as a maximum likelihood problem and the synaptic weights of the expert network and gating network are updated by a stochastic multigradient approach. Data from an optical sensor with four bands and a synthetic aperture radar (SAR) image of the same scene has been fused and classified. The algorithm is compared to some other advanced training algorithms in the literature for the same image data.

Cite this Research Publication : Pramod P Nair, A multigradient algorithm using a mixture of experts architecture for landcover classification of multisensor images, International Journal of Remote Sensing, 2011.

Admissions Apply Now