File:Interpolation-bicubic.svg

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Summary

Description
English: Illustration of Bicubic interpolation on a random dataset. Compare with other interpolation methods that share the same dataset: File:Interpolation-bilinear.svg File:Interpolation-bicubic.svg File:Interpolation-hermite.svg
Date
Source Own work
Author Zykure
SVG development
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Source code
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Python code

#!/usr/bin/env python
# -*- encoding: utf-8 -*-

import sys
import numpy as np
import matplotlib.pyplot as plt
from matplotlib import rcParams

rcParams['font.size'] = 18

# Available interpolation methods:
# 'none', 'nearest', 'bilinear', 'bicubic', 'spline16',
# 'spline36', 'hanning', 'hamming', 'hermite', 'kaiser', 'quadric',
# 'catrom', 'gaussian', 'bessel', 'mitchell', 'sinc', 'lanczos'

METHODS = [ 'nearest', 'bilinear', 'bicubic', 'hermite' ]
FORMATS = [ 'png', 'pdf', 'svg' ]
COLORS  = 'viridis'

N = 5
np.random.seed(1)
grid = np.arange(0, N, 1)
data = np.round(np.random.rand(N, N), 1)
mesh = np.meshgrid(grid, grid)

for interp in METHODS:

    fig = plt.figure(figsize=(5,5))

    ax = fig.add_axes([0.125, 0.175, 0.75, 0.75])
    plt.imshow(data, interpolation=interp, cmap=COLORS, vmin=0, vmax=1)
    plt.plot(mesh[0], mesh[1], marker='.', ms=8, color='k', lw=0)
    plt.title(interp, weight='bold')
    plt.xlim(grid.min()-0.5, grid.max()+0.5)
    plt.ylim(grid.min()-0.5, grid.max()+0.5)
    plt.xticks(grid)
    plt.yticks(grid)

    cax = fig.add_axes([0.125, 0.075, 0.75, 0.03])
    cb = plt.colorbar(cax=cax, orientation='horizontal',
                      ticks=np.linspace(0, 1, 6))
    cb.solids.set_edgecolor('face')

    for ext in FORMATS:
        plt.savefig("{}_{}.{}".format(sys.argv[0], interp, ext))

Licensing

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1 September 2016

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Date/TimeThumbnailDimensionsUserComment
current23:57, 31 March 2018Thumbnail for version as of 23:57, 31 March 2018450 × 450 (74 KB)NicoguaroChange colormap to viridis.
08:15, 1 September 2016Thumbnail for version as of 08:15, 1 September 2016450 × 450 (191 KB)ZykureUser created page with UploadWizard

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