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The lowest producer and user accuracies were associated with single crop rain-fed rice class due to the mixed pixel problems.
This is a result of the large pixel size and mixed pixel problems, as well as pixel deformation, where pixels become increasingly large, ovoid, overlapping and rotated with scan angle (Harris 2013).
Additionally, the integration of optical and/or radar technologies, including LiDAR (Light Detection And Ranging), has the potential to improve AGB estimates because it may reduce data saturation and mixed pixel problems [35],[35]-[35].
Additionally, the integration of optical and/or radar technologies, including LiDAR (Light Detection And Ranging), has the potential to improve AGB estimates because it may reduce data saturation and mixed pixel problems [ 35, 37- 39].
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For mapping impervious surfaces, spectral mixture analysis has been widely applied because of its effectiveness in addressing the mixed pixel problem.
Firstly, the heterogeneity in image acquisition at different times, secondly the volume of information contained in these images and lastly mixed pixel problem.
However, pixel-based hard classification methods suffer from the mixed pixel problem (in which pixels contain more than one land cover class), making for inaccurate classification maps and LPIs.
The fraction images generated by soft classification estimate the area proportion of each land cover class within each pixel, and using these images as input enables SPM models to alleviate the mixed pixel problem.
The fused image is classified into change and unchanged classes using a neuro fuzzy classifier that overcomes the mixed pixel problem of satellite images while keeping the classification optimal.
They occurred with objects that were smaller than a remotely sensed pixel (mixed pixel problem), which mostly appeared for urban vegetation with high proximity to the edges of buildings [50].
An advanced satellite image processing technique that considers the mixed-pixel problem was employed to determine the fraction of green cover in each Landsat pixel.
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