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source/code/_autosummary/napari_cellseg3d.code_models.crf.html

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<section id="module-napari_cellseg3d.code_models.crf">
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<span id="napari-cellseg3d-code-models-crf"></span><h1>napari_cellseg3d.code_models.crf<a class="headerlink" href="#module-napari_cellseg3d.code_models.crf" title="Permalink to this heading">#</a></h1>
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<p>Implements the CRF post-processing step for the WNet3D.</p>
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<p>Implements the CRF post-processing step for WNet3D.</p>
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<p>The CRF requires the following parameters:</p>
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<ul class="simple">
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<li><p>images : Array of shape (N, C, H, W, D) containing the input images.</p></li>
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Efficient Inference in Fully Connected CRFs with Gaussian Edge Potentials
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Philipp Krähenbühl and Vladlen Koltun
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NIPS 2011</p>
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<p>Implemented using the pydense library available at <a class="github reference external" href="https://github.com/lucasb-eyer/pydensecrf">lucasb-eyer/pydensecrf</a>.</p>
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<p>Implemented using the pydensecrf library available at <a class="github reference external" href="https://github.com/lucasb-eyer/pydensecrf">lucasb-eyer/pydensecrf</a>.
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However, this is not maintained, thus we maintain this pacakge at <a class="github reference external" href="https://github.com/AdaptiveMotorControlLab/pydensecrf">AdaptiveMotorControlLab/pydensecrf</a>.</p>
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<p class="rubric">Functions</p>
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<table class="autosummary longtable table autosummary">
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<tbody>
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<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">correct_shape_for_crf</span></code>(image[, desired_dims])</p></td>
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<td><p>Corrects the shape of the image to be compatible with the CRF post-processing step.</p></td>
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</tr>
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<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">crf</span></code>(image, prob, sa, sb, sg, w1, w2[, n_iter])</p></td>
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<td><p>Implements the CRF post-processing step for the W-Net.</p></td>
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<td><p>Implements the CRF post-processing step for the WNet3D.</p></td>
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</tr>
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<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">crf_batch</span></code>(images, probs, sa, sb, sg, w1, w2)</p></td>
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<td><p>CRF post-processing step for the W-Net, applied to a batch of images.</p></td>
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<td><p>CRF post-processing step for the WNet3D, applied to a batch of images.</p></td>
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</tr>
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<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">crf_with_config</span></code>(image, prob[, config, log])</p></td>
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<td><p>Implements the CRF post-processing step for the W-Net.</p></td>
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<td><p>Implements the CRF post-processing step for the WNet3D.</p></td>
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</tr>
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</tbody>
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</table>
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<p class="rubric">Classes</p>
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<table class="autosummary longtable table autosummary">
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<tbody>
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<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">CRFWorker</span></code>(images_list, labels_list[, ...])</p></td>
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<td><p>Worker for the CRF post-processing step for the W-Net.</p></td>
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<td><p>Worker for the CRF post-processing step for the WNet3D.</p></td>
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</tr>
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</tbody>
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</table>

source/code/_autosummary/napari_cellseg3d.code_models.html

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<table class="autosummary longtable table autosummary">
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<tbody>
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<tr class="row-odd"><td><p><a class="reference internal" href="napari_cellseg3d.code_models.crf.html#module-napari_cellseg3d.code_models.crf" title="napari_cellseg3d.code_models.crf"><code class="xref py py-obj docutils literal notranslate"><span class="pre">napari_cellseg3d.code_models.crf</span></code></a></p></td>
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<td><p>Implements the CRF post-processing step for the WNet3D.</p></td>
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<td><p>Implements the CRF post-processing step for WNet3D.</p></td>
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</tr>
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<tr class="row-even"><td><p><a class="reference internal" href="napari_cellseg3d.code_models.instance_segmentation.html#module-napari_cellseg3d.code_models.instance_segmentation" title="napari_cellseg3d.code_models.instance_segmentation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">napari_cellseg3d.code_models.instance_segmentation</span></code></a></p></td>
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<td><p>Instance segmentation methods for 3D images.</p></td>

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