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Assessment of Performance Improvement in Hyperspectral Image Classification Based on Adaptive Expansion of Training Samples

Maryam Imani, Hasan Ghasemian
High dimensional images in remote sensing applications allow us to analysis the surface of the earth with more details.  ...  In this paper, we propose an adaptive method for improving the classification of hyperspectral images through expansion of training samples size.  ...  Suppose that there are N pixels in each row of an image; for denoising this image with our proposed method N demonstrated structures are required; therefore, 5×3×N=15N comparators are needed.  ...