{ "cells": [ { "cell_type": "markdown", "id": "f11e0dff-f19c-4f49-a430-4a5fbf8f42e7", "metadata": {}, "source": [ "# Visualising Results\n", "\n", "In this notebook we'll run inference with a trained instance of the network and look at the results. This assumes you have trained weights already or have downloaded those for the bundle. Below we run the command line to invoke inference and produce segmentation images in an output directory. This assumes a number of things:\n", "\n", "* The dataset directory `test_data` exists and contains images and their labels.\n", "* We only want to run inference of the images and not the labels so the file pattern is set to match only those.\n", "* The output directory is `output` and will have results in separate subdirectories.\n", "* The checkpoint path is provided to a pre-trained weight file, if this is omitted `$BUNDLE/models/model.py` is used instead." ] }, { "cell_type": "code", "execution_count": null, "id": "3a5cde0f-1305-4cd2-af5f-2be63809c073", "metadata": { "tags": [] }, "outputs": [], "source": [ "%%bash\n", "\n", "# assumes we're running in the docs directory\n", "BUNDLE=\"$(cd .. && pwd)\"\n", "# change this to your checkpoint file or omit to use saved weights that come with the bundle\n", "CKPT=\"$BUNDLE/results/output_231005_205402/model_key_metric=0.9349.pt\"\n", "\n", "python -m monai.bundle run \\\n", " --meta_file \"$BUNDLE/configs/metadata.json\" \\\n", " --config_file \"$BUNDLE/configs/inference.yaml\" \\\n", " --bundle_root \"$BUNDLE\" \\\n", " --dataset_dir \"$BUNDLE/test_data\" \\\n", " --output_dir \"$BUNDLE/output\" \\\n", " --file_pattern 'img*.nii.gz' \\\n", " --ckpt_path \"$CKPT\"" ] }, { "cell_type": "code", "execution_count": 4, "id": "308e8fd2-8fdc-4cb2-9b92-506f8b3b58a7", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(128, 128, 128) (128, 128, 128) (128, 128, 128)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import nibabel as nib\n", "\n", "plt.rcParams[\"image.interpolation\"] = \"none\"\n", "\n", "img_orig=nib.load(\"../test_data/img01.nii.gz\").get_fdata()\n", "lbl_orig=nib.load(\"../test_data/lbl01.nii.gz\").get_fdata()\n", "pred=nib.load(\"../output/img01/img01.nii.gz\").get_fdata()\n", "\n", "print(img_orig.shape,lbl_orig.shape, pred.shape)\n", "\n", "_,(ax0,ax1,ax2)=plt.subplots(1,3,figsize=(10,10))\n", "\n", "ax0.imshow(np.average(img_orig, 0), cmap=\"gray\")\n", "ax1.imshow(np.max(lbl_orig, 0), cmap=\"jet\")\n", "ax2.imshow(np.max(pred, 0), cmap=\"jet\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:monai1]", "language": "python", "name": "conda-env-monai1-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }