diff --git a/docs/source/guides/inference_module_guide.rst b/docs/source/guides/inference_module_guide.rst index d85274f20..d0bfd4d2f 100644 --- a/docs/source/guides/inference_module_guide.rst +++ b/docs/source/guides/inference_module_guide.rst @@ -145,7 +145,7 @@ Simply load the csv file in the notebook and use the provided functions to plot Unsupervised model - WNet3D -------------------------------- -| The `WNet3D model` is a fully unsupervised model used to segment images without any labels. +| The `WNet3D model` is a fully self-supervised model used to segment images without any labels. | It functions similarly to the above models, with a few notable differences. .. _WNet3D model: https://arxiv.org/abs/1711.08506 @@ -159,11 +159,17 @@ For the best inference performance, the model should be retrained on images of t Please see :ref:`training_wnet` for more details on how to train your own model. .. hint:: - | WNet3D, as an unsupervised model, may not always output the background class in the same dimension. - | This might cause the result from inference to appear densely populated. + | WNet3D, as an unsupervised model, may not always output the background and foreground class in the same dimension, as this depends on initial conditions. + | This might cause the result from inference to appear densely populated or empty. | The plugin will automatically attempt to show the foreground class, but this might not always succeed. | If the displayed output seems dominated by the background, you can manually adjust the visible class. To do this, **use the slider positioned at the bottom of the napari window**. +.. figure:: ../images/inference_results_example.png + :alt: An example of inference with WNet3D on a 3D volume + :align: center + + Example of inference with WNet3D on a 3D volume + Source code -------------------------------- * :doc:`../code/_autosummary/napari_cellseg3d.code_plugins.plugin_model_inference` diff --git a/docs/source/images/inference_results_example.png b/docs/source/images/inference_results_example.png index 3f9d9b46e..f5a292a0e 100644 Binary files a/docs/source/images/inference_results_example.png and b/docs/source/images/inference_results_example.png differ