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<div class="section" id="module-astra.ASTRAProjector"> | ||
<span id="helper-class-the-astraprojector-module"></span><h1>Helper class: the <tt class="xref py py-mod docutils literal"><span class="pre">ASTRAProjector</span></tt> module<a class="headerlink" href="#module-astra.ASTRAProjector" title="Permalink to this headline">¶</a></h1> | ||
<dl class="class"> | ||
<dt id="astra.ASTRAProjector.ASTRAProjector2D"> | ||
<em class="property">class </em><tt class="descclassname">astra.ASTRAProjector.</tt><tt class="descname">ASTRAProjector2D</tt><big>(</big><em>proj_geom</em>, <em>vol_geom</em>, <em>proj_type</em>, <em>useCUDA=False</em><big>)</big><a class="reference internal" href="_modules/astra/ASTRAProjector.html#ASTRAProjector2D"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#astra.ASTRAProjector.ASTRAProjector2D" title="Permalink to this definition">¶</a></dt> | ||
<dd><p>Bases: <tt class="xref py py-class docutils literal"><span class="pre">object</span></tt></p> | ||
<p>Helps with various common ASTRA Toolbox 2D operations.</p> | ||
<p>This class can perform several often used toolbox operations, such as:</p> | ||
<ul class="simple"> | ||
<li>Forward projecting</li> | ||
<li>Back projecting</li> | ||
<li>Reconstructing</li> | ||
</ul> | ||
<p>Note that this class has a some computational overhead, because it | ||
copies a lot of data. If you use many repeated operations, directly | ||
using the PyAstraToolbox methods directly is faster.</p> | ||
<p>You can use this class as an abstracted weight matrix <span class="math">\(W\)</span>: multiplying an instance | ||
<tt class="docutils literal"><span class="pre">proj</span></tt> of this class by an image results in a forward projection of the image, and multiplying | ||
<tt class="docutils literal"><span class="pre">proj.T</span></tt> by a sinogram results in a backprojection of the sinogram:</p> | ||
<div class="highlight-python"><div class="highlight"><pre><span class="n">proj</span> <span class="o">=</span> <span class="n">ASTRAProjector2D</span><span class="p">(</span><span class="o">...</span><span class="p">)</span> | ||
<span class="n">fp</span> <span class="o">=</span> <span class="n">proj</span><span class="o">*</span><span class="n">image</span> | ||
<span class="n">bp</span> <span class="o">=</span> <span class="n">proj</span><span class="o">.</span><span class="n">T</span><span class="o">*</span><span class="n">sinogram</span> | ||
</pre></div> | ||
</div> | ||
<table class="docutils field-list" frame="void" rules="none"> | ||
<col class="field-name" /> | ||
<col class="field-body" /> | ||
<tbody valign="top"> | ||
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple"> | ||
<li><strong>proj_geom</strong> (<a class="reference external" href="http://docs.python.org/2.7/library/stdtypes.html#dict" title="(in Python v2.7)"><tt class="xref py py-class docutils literal"><span class="pre">dict</span></tt></a>) – The projection geometry.</li> | ||
<li><strong>vol_geom</strong> (<a class="reference external" href="http://docs.python.org/2.7/library/stdtypes.html#dict" title="(in Python v2.7)"><tt class="xref py py-class docutils literal"><span class="pre">dict</span></tt></a>) – The volume geometry.</li> | ||
<li><strong>proj_type</strong> (<tt class="xref py py-class docutils literal"><span class="pre">string</span></tt>) – Projector type, such as <tt class="docutils literal"><span class="pre">'line'</span></tt>, <tt class="docutils literal"><span class="pre">'linear'</span></tt>, ...</li> | ||
<li><strong>useCUDA</strong> (<tt class="xref py py-class docutils literal"><span class="pre">bool</span></tt>) – If <tt class="docutils literal"><span class="pre">True</span></tt>, use CUDA for calculations, when possible.</li> | ||
</ul> | ||
</td> | ||
</tr> | ||
</tbody> | ||
</table> | ||
<dl class="method"> | ||
<dt id="astra.ASTRAProjector.ASTRAProjector2D.backProject"> | ||
<tt class="descname">backProject</tt><big>(</big><em>data</em><big>)</big><a class="reference internal" href="_modules/astra/ASTRAProjector.html#ASTRAProjector2D.backProject"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#astra.ASTRAProjector.ASTRAProjector2D.backProject" title="Permalink to this definition">¶</a></dt> | ||
<dd><p>Backproject a sinogram.</p> | ||
<table class="docutils field-list" frame="void" rules="none"> | ||
<col class="field-name" /> | ||
<col class="field-body" /> | ||
<tbody valign="top"> | ||
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>data</strong> (<a class="reference external" href="http://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v1.8)"><tt class="xref py py-class docutils literal"><span class="pre">numpy.ndarray</span></tt></a> or <tt class="xref py py-class docutils literal"><span class="pre">int</span></tt>) – The sinogram data or ID.</td> | ||
</tr> | ||
<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><a class="reference external" href="http://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v1.8)"><tt class="xref py py-class docutils literal"><span class="pre">numpy.ndarray</span></tt></a> – The backprojection.</td> | ||
</tr> | ||
</tbody> | ||
</table> | ||
</dd></dl> | ||
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<dl class="method"> | ||
<dt id="astra.ASTRAProjector.ASTRAProjector2D.forwardProject"> | ||
<tt class="descname">forwardProject</tt><big>(</big><em>data</em><big>)</big><a class="reference internal" href="_modules/astra/ASTRAProjector.html#ASTRAProjector2D.forwardProject"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#astra.ASTRAProjector.ASTRAProjector2D.forwardProject" title="Permalink to this definition">¶</a></dt> | ||
<dd><p>Forward project an image.</p> | ||
<table class="docutils field-list" frame="void" rules="none"> | ||
<col class="field-name" /> | ||
<col class="field-body" /> | ||
<tbody valign="top"> | ||
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>data</strong> (<a class="reference external" href="http://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v1.8)"><tt class="xref py py-class docutils literal"><span class="pre">numpy.ndarray</span></tt></a> or <tt class="xref py py-class docutils literal"><span class="pre">int</span></tt>) – The image data or ID.</td> | ||
</tr> | ||
<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><a class="reference external" href="http://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v1.8)"><tt class="xref py py-class docutils literal"><span class="pre">numpy.ndarray</span></tt></a> – The forward projection.</td> | ||
</tr> | ||
</tbody> | ||
</table> | ||
</dd></dl> | ||
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<dl class="method"> | ||
<dt id="astra.ASTRAProjector.ASTRAProjector2D.reconstruct"> | ||
<tt class="descname">reconstruct</tt><big>(</big><em>data</em>, <em>method</em>, <em>**kwargs</em><big>)</big><a class="reference internal" href="_modules/astra/ASTRAProjector.html#ASTRAProjector2D.reconstruct"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#astra.ASTRAProjector.ASTRAProjector2D.reconstruct" title="Permalink to this definition">¶</a></dt> | ||
<dd><p>Reconstruct an image from a sinogram.</p> | ||
<table class="docutils field-list" frame="void" rules="none"> | ||
<col class="field-name" /> | ||
<col class="field-body" /> | ||
<tbody valign="top"> | ||
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple"> | ||
<li><strong>data</strong> (<a class="reference external" href="http://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v1.8)"><tt class="xref py py-class docutils literal"><span class="pre">numpy.ndarray</span></tt></a> or <tt class="xref py py-class docutils literal"><span class="pre">int</span></tt>) – The sinogram data or ID.</li> | ||
<li><strong>method</strong> (<tt class="xref py py-class docutils literal"><span class="pre">string</span></tt>) – Name of the reconstruction algorithm.</li> | ||
<li><strong>kwargs</strong> – Additional named parameters to pass to <a class="reference internal" href="creators.html#astra.creators.create_reconstruction" title="astra.creators.create_reconstruction"><tt class="xref py py-func docutils literal"><span class="pre">astra.creators.create_reconstruction()</span></tt></a>.</li> | ||
</ul> | ||
</td> | ||
</tr> | ||
<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last"><a class="reference external" href="http://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v1.8)"><tt class="xref py py-class docutils literal"><span class="pre">numpy.ndarray</span></tt></a> – The reconstruction.</p> | ||
</td> | ||
</tr> | ||
</tbody> | ||
</table> | ||
<p>Example of a SIRT reconstruction using CUDA:</p> | ||
<div class="highlight-python"><div class="highlight"><pre><span class="n">proj</span> <span class="o">=</span> <span class="n">ASTRAProjector2D</span><span class="p">(</span><span class="o">...</span><span class="p">)</span> | ||
<span class="n">rec</span> <span class="o">=</span> <span class="n">proj</span><span class="o">.</span><span class="n">reconstruct</span><span class="p">(</span><span class="n">sinogram</span><span class="p">,</span><span class="s">'SIRT_CUDA'</span><span class="p">,</span><span class="n">iterations</span><span class="o">=</span><span class="mi">1000</span><span class="p">)</span> | ||
</pre></div> | ||
</div> | ||
</dd></dl> | ||
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</dd></dl> | ||
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<dl class="class"> | ||
<dt id="astra.ASTRAProjector.ASTRAProjector2DTranspose"> | ||
<em class="property">class </em><tt class="descclassname">astra.ASTRAProjector.</tt><tt class="descname">ASTRAProjector2DTranspose</tt><big>(</big><em>parentProj</em><big>)</big><a class="reference internal" href="_modules/astra/ASTRAProjector.html#ASTRAProjector2DTranspose"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#astra.ASTRAProjector.ASTRAProjector2DTranspose" title="Permalink to this definition">¶</a></dt> | ||
<dd><p>Implements the <tt class="docutils literal"><span class="pre">proj.T</span></tt> functionality.</p> | ||
<p>Do not use directly, since it can be accessed as member <tt class="docutils literal"><span class="pre">.T</span></tt> of | ||
an <a class="reference internal" href="#astra.ASTRAProjector.ASTRAProjector2D" title="astra.ASTRAProjector.ASTRAProjector2D"><tt class="xref py py-class docutils literal"><span class="pre">ASTRAProjector2D</span></tt></a> object.</p> | ||
</dd></dl> | ||
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