Realtime Multi-Person 2D Pose Estimation using Part Affinity Fie...

export_fig ========== A toolbox for exporting figures from MATLAB to standard image and document formats nicely. ### Overview Exporting a figure from MATLAB the way you want it (hopefully the way it looks on screen), can be a real headache for the unitiated, thanks to all the settings that are required, and also due to some eccentricities (a.k.a. features and bugs) of functions such as `print`. The first goal of export_fig is to make transferring a plot from screen to document, just the way you expect (again, assuming that's as it appears on screen), a doddle. The second goal is to make the output media suitable for publication, allowing you to publish your results in the full glory that you originally intended. This includes embedding fonts, setting image compression levels (including lossless), anti-aliasing, cropping, setting the colourspace, alpha-blending and getting the right resolution. Perhaps the best way to demonstrate what export_fig can do is with some examples. ### Examples **Visual accuracy** - MATLAB's exporting functions, namely `saveas` and `print`, change many visual properties of a figure, such as size, axes limits and ticks, and background colour, in unexpected and unintended ways. Export_fig aims to faithfully reproduce the figure as it appears on screen. For example: ```Matlab plot(cos(linspace(0, 7, 1000))); set(gcf, 'Position', [100 100 150 150]); saveas(gcf, 'test.png'); export_fig test2.png ``` generates the following: | Figure: | test.png: | test2.png: | |:-------:|:---------:|:----------:| |||| Note that the size and background colour of test2.png (the output of export_fig) are the same as those of the on screen figure, in contrast to test.png. Of course, if you want want the figure background to be white (or any other colour) in the exported file then you can set this prior to exporting using: ```Matlab set(gcf, 'Color', 'w'); ``` Notice also that export_fig crops and anti-aliases (smooths, for bitmaps only) the output by default. However, these options can be disabled; see the Tips section below for details. **Resolution** - by default, export_fig exports bitmaps at screen resolution. However, you may wish to save them at a different resolution. You can do this using either of two options: `-m<val>`, where <val> is a positive real number, magnifies the figure by the factor <val> for export, e.g. `-m2` produces an image double the size (in pixels) of the on screen figure; `-r<val>`, again where <val> is a positive real number, specifies the output bitmap to have <val> pixels per inch, the dimensions of the figure (in inches) being those of the on screen figure. For example, using: ```Matlab export_fig test.png -m2.5 ``` on the figure from the example above generates:  Sometimes you might have a figure with an image in. For example: ```Matlab imshow(imread('cameraman.tif')) hold on plot(0:255, sin(linspace(0, 10, 256))*127+128); set(gcf, 'Position', [100 100 150 150]); ``` generates this figure:  Here the image is displayed in the figure at resolution lower than its native resolution. However, you might want to export the figure at a resolution such that the image is output at its native (i.e. original) size (in pixels). Ordinarily this would require some non-trivial computation to work out what that resolution should be, but export_fig has an option to do this for you. Using: ```Matlab export_fig test.png -native ``` produces:  with the image being the size (in pixels) of the original image. Note that if you want an image to be a particular size, in pixels, in the output (other than its original size) then you can resize it to this size and use the `-native` option to achieve this. All resolution options (`-m<val>`, `-q<val>` and `-native`) correctly set the resolution information in PNG and TIFF files, as if the image were the dimensions of the on screen figure. **Shrinking dots & dashes** - when exporting figures with dashed or dotted lines using either the ZBuffer or OpenGL (default for bitmaps) renderers, the dots and dashes can appear much shorter, even non-existent, in the output file, especially if the lines are thick and/or the resolution is high. For example: ```Matlab plot(sin(linspace(0, 10, 1000)), 'b:', 'LineWidth', 4); hold on plot(cos(linspace(0, 7, 1000)), 'r--', 'LineWidth', 3); grid on export_fig test.png ``` generates:  This problem can be overcome by using the painters renderer. For example: ```Matlab export_fig test.png -painters ``` used on the same figure generates:  Note that not only are the plot lines correct, but the grid lines are too. **Transparency** - sometimes you might want a figure and axes' backgrounds to be transparent, so that you can see through them to a document (for example a presentation slide, with coloured or textured background) that the exported figure is placed in. To achieve this, first (optionally) set the axes' colour to 'none' prior to exporting, using: ```Matlab set(gca, 'Color', 'none'); % Sets axes background ``` then use export_fig's `-transparent` option when exporting: ```Matlab export_fig test.png -transparent ``` This will make the background transparent in PDF, EPS and PNG outputs. You can additionally save fully alpha-blended semi-transparent patch objects to the PNG format. For example: ```Matlab logo; alpha(0.5); ``` generates a figure like this:  If you then export this to PNG using the `-transparent` option` `you can then put the resulting image into, for example, a presentation slide with fancy, textured background, like so:  and the image blends seamlessly with the background. **Image quality** - when publishing images of your results, you want them to look as good as possible. By default, when outputting to lossy file formats (PDF, EPS and JPEG), export_fig uses a high quality setting, i.e. low compression, for images, so little information is lost. This is in contrast to MATLAB's print and saveas functions, whose default quality settings are poor. For example: ```Matlab A = im2double(imread('peppers.png')); B = randn(ceil(size(A, 1)/6), ceil(size(A, 2)/6), 3) * 0.1; B = cat(3, kron(B(:,:,1), ones(6)), kron(B(:,:,2), ones(6)), kron(B(:,:,3), ones(6))); B = A + B(1:size(A, 1),1:size(A, 2),:); imshow(B); print -dpdf test.pdf ``` generates a PDF file, a sub-window of which looks (when zoomed in) like this:  while the command ```Matlab export_fig test.pdf ``` on the same figure produces this:  While much better, the image still contains some compression artifacts (see the low level noise around the edge of the pepper). You may prefer to export with no artifacts at all, i.e. lossless compression. Alternatively, you might need a smaller file, and be willing to accept more compression. Either