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Spatial and Bilateral filtering using Gaussian KDTree data structures

Project description

KDTreeFiltering

KDTreeFiltering is a Python library for efficient spatial and bilateral filtering using Gaussian KDTree data structures. It provides fast and scalable filtering operations for multidimensional data, leveraging the power of KD-trees for neighborhood queries and Gaussian kernels for smoothing.

Features

  • Spatial filtering using KDTree and Gaussian kernels
  • Bilateral filtering for edge-preserving smoothing
  • Efficient for high-dimensional data

Installation

pip install guaskd

Usage

from guaskd.kdtree import Filtering

# Example usage
filtered = Filtering(data, mode = 'Bilateral')

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