Specifying Image Size with Exact Pixels for Matplotlib
Understanding the Issue
Matplotlib, a widely used Python library for data visualization, requires figure sizes to be specified in inches and dots per inch (DPI). This can be inconvenient when the desired outcome is an image of a specific pixel size.
Overcoming Pixel-to-Inch Conversion
To avoid potential accuracy loss from pixel-to-inch conversions, Matplotlib provides an alternative solution. Instead of specifying inches, you can directly specify the pixel dimensions.
Setting Pixel Size for Figure
To set the figure size based on pixel dimensions:
<code class="python">import matplotlib.pyplot as plt # Pixel dimensions of the figure w = 7195 h = 3841 # Create a figure without axes or titles fig = plt.figure(frameon=False) ax = plt.Axes(fig, [0., 0., 1., 1.]) ax.set_axis_off() fig.add_axes(ax)</code>
Setting Pixel Size for Image Data
To display an image of the desired pixel size:
<code class="python">ax.imshow(im_np, aspect='normal')</code>
Saving with Specific Pixel Size
To save the figure as a high-resolution image with the exact pixel dimensions, adjust the DPI correspondingly:
<code class="python">dpi = 1000 fig.savefig('some_path.png', dpi=dpi)</code>
Note: Matplotlib's support for specifying DPI depends on the backend used. While the PNG backend uses DPI, other backends like PDF and PS have different interpretations.
Example:
To obtain a 3841 x 7195 pixel image:
<code class="python">plt.figure(figsize=(3.841, 7.195), dpi=100) (your code ...) plt.savefig('myfig.png', dpi=1000)</code>
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