├── README.md ├── data ├── .DS_Store ├── 3D_T2_pvs_step0.nii.gz └── wm.nii.gz ├── notebook ├── example_frangi_T2.ipynb ├── neonate_bgpvs.png ├── neonate_bgpvs_vol.ipynb └── neonate_bgpvs_vol.png └── pvsseg.png /README.md: -------------------------------------------------------------------------------- 1 | # pvsseg 2 | Automatic perivascular space segmentation on T2-weighted MR images 3 | 4 | ![pvs](pvsseg.png) 5 | 6 | ## Frangi filtering 7 | - Frangi filtering can effectively highlight the perivascular spaces in the white matter. 8 | - However, since many false positives occur at the tissue interfaces, a predefined ROI mask and additional FP reduction step are often required. 9 | - [Frangi filtering (jupyter notebook)](notebook/example_frangi_T2.ipynb) 10 | 11 | ## Frangi-based BG PVS volume calculation in the neonatal brain 12 | - Input: 3D T2-weigthed MR image & Tissue segmentation from [infant freesurfer](https://github.com/hufsaim/pvsseg) 13 | - Output: BG (Basal Ganglia) PVS segmentation 14 | ![BG PVS segmentation of neonatal brain](https://github.com/hufsaim/pvsseg/blob/main/notebook/neonate_bgpvs_vol.png) 15 | - [BG PVS volume calculation (jupyter notebook)](notebook/neonate_bgpvs_vol.ipynb) 16 | 17 | ## DL-based ROI & PVS segmentation 18 | - A deep learning is an effective way to reduce false positives. 19 | - In our initial method, the DL model was designed in a way that classfies FP from the Frangi filtering result [(HBM 2021)](https://doi.org/10.1002/hbm.25194). 20 | - [Inference code](#pvsseg) 21 | - The new version was learned using the PVS and ROI segmentations, both ROI (white matter & deep gray matter regions) and PVS can be simultaneously segmented from T2 input. 22 | - [Inference code](#pvsseg) 23 | -------------------------------------------------------------------------------- /data/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hufsaim/pvsseg/87d8ff48cec4a96292e133cea9c1912e38227e63/data/.DS_Store -------------------------------------------------------------------------------- /data/3D_T2_pvs_step0.nii.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hufsaim/pvsseg/87d8ff48cec4a96292e133cea9c1912e38227e63/data/3D_T2_pvs_step0.nii.gz -------------------------------------------------------------------------------- /data/wm.nii.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hufsaim/pvsseg/87d8ff48cec4a96292e133cea9c1912e38227e63/data/wm.nii.gz -------------------------------------------------------------------------------- /notebook/example_frangi_T2.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 1, 6 | "metadata": {}, 7 | "outputs": [], 8 | "source": [ 9 | "import matplotlib.pyplot as plt\n", 10 | "from skimage.filters import frangi, hessian\n", 11 | "import nibabel as nib\n", 12 | "import numpy as np" 13 | ] 14 | }, 15 | { 16 | "cell_type": "markdown", 17 | "metadata": {}, 18 | "source": [ 19 | "### Load T2 & ROI nifti files" 20 | ] 21 | }, 22 | { 23 | "cell_type": "code", 24 | "execution_count": 2, 25 | "metadata": {}, 26 | "outputs": [ 27 | { 28 | "name": "stdout", 29 | "output_type": "stream", 30 | "text": [ 31 | "(260, 311, 260) (260, 311, 260)\n" 32 | ] 33 | } 34 | ], 35 | "source": [ 36 | "fn_t2 = '../data/3D_T2.nii.gz'\n", 37 | "fn_roi = '../data/wm.nii.gz'\n", 38 | "\n", 39 | "t2 = nib.load(fn_t2)\n", 40 | "roi = nib.load(fn_roi)\n", 41 | "\n", 42 | "t2d = t2.get_fdata()\n", 43 | "roid = roi.get_fdata()\n", 44 | "print(t2d.shape, roid.shape)" 45 | ] 46 | }, 47 | { 48 | "cell_type": "markdown", 49 | "metadata": {}, 50 | "source": [ 51 | "### Frangi filtering " 52 | ] 53 | }, 54 | { 55 | "cell_type": "code", 56 | "execution_count": 3, 57 | "metadata": {}, 58 | "outputs": [ 59 | { 60 | "name": "stderr", 61 | "output_type": "stream", 62 | "text": [ 63 | "/var/folders/n7/jq4g2jg94p31535vqfnh88b40000gn/T/ipykernel_77095/1934832328.py:1: UserWarning: Use keyword parameter `sigmas` instead of `scale_range` and `scale_range` which will be removed in version 0.17.\n", 64 | " pvsd = frangi(t2d, scale_range=(1, 2), scale_step=1, black_ridges=False)\n" 65 | ] 66 | } 67 | ], 68 | "source": [ 69 | "pvsd = frangi(t2d, scale_range=(1, 2), scale_step=1, black_ridges=False) " 70 | ] 71 | }, 72 | { 73 | "cell_type": "markdown", 74 | "metadata": {}, 75 | "source": [ 76 | "### ROI masking & thresholding\n" 77 | ] 78 | }, 79 | { 80 | "cell_type": "code", 81 | "execution_count": 4, 82 | "metadata": {}, 83 | "outputs": [], 84 | "source": [ 85 | "pvs_th = 0.25\n", 86 | "pvsd[roid==0]=0\n", 87 | "pvsmsk = (pvsd>pvs_th).astype(np.int8)" 88 | ] 89 | }, 90 | { 91 | "cell_type": "code", 92 | "execution_count": 7, 93 | "metadata": {}, 94 | "outputs": [ 95 | { 96 | "data": { 97 | "image/png": "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", 98 | "text/plain": [ 99 | "
" 100 | ] 101 | }, 102 | "metadata": { 103 | "needs_background": "light" 104 | }, 105 | "output_type": "display_data" 106 | } 107 | ], 108 | "source": [ 109 | "n=145\n", 110 | "pvs_th = 0.25\n", 111 | "plt.figure(figsize=(24,18))\n", 112 | "plt.subplot(141)\n", 113 | "plt.imshow(np.rot90(t2d[:,:,n]),cmap='gray')\n", 114 | "plt.title('T2')\n", 115 | "plt.axis('off')\n", 116 | "plt.subplot(142)\n", 117 | "plt.imshow(np.rot90(pvsd[:,:,n]>pvs_th*2),cmap='gray',interpolation='nearest')\n", 118 | "plt.title('threshold 1')\n", 119 | "plt.axis('off')\n", 120 | "plt.subplot(143)\n", 121 | "plt.imshow(np.rot90(pvsd[:,:,n]>pvs_th),cmap='gray',interpolation='nearest')\n", 122 | "plt.axis('off')\n", 123 | "plt.title('threshold 2')\n", 124 | "plt.subplot(144)\n", 125 | "plt.imshow(np.rot90(pvsd[:,:,n]>pvs_th*(1/2)),cmap='gray',interpolation='nearest')\n", 126 | "plt.axis('off')\n", 127 | "plt.title('threshold 3')\n", 128 | "plt.show()\n" 129 | ] 130 | }, 131 | { 132 | "cell_type": "markdown", 133 | "metadata": {}, 134 | "source": [ 135 | "### Save the filtered mask" 136 | ] 137 | }, 138 | { 139 | "cell_type": "code", 140 | "execution_count": 8, 141 | "metadata": {}, 142 | "outputs": [], 143 | "source": [ 144 | "h = nib.Nifti1Image(pvsmsk,t2.affine,t2.header)\n", 145 | "nib.save(h,'../data/3D_T2_pvs_step0.nii.gz')" 146 | ] 147 | } 148 | ], 149 | "metadata": { 150 | "interpreter": { 151 | "hash": "b3ba2566441a7c06988d0923437866b63cedc61552a5af99d1f4fb67d367b25f" 152 | }, 153 | "kernelspec": { 154 | "display_name": "Python 3.8.5 64-bit ('base': conda)", 155 | "name": "python3" 156 | }, 157 | "language_info": { 158 | "codemirror_mode": { 159 | "name": "ipython", 160 | "version": 3 161 | }, 162 | "file_extension": ".py", 163 | "mimetype": "text/x-python", 164 | "name": "python", 165 | "nbconvert_exporter": "python", 166 | "pygments_lexer": "ipython3", 167 | "version": "3.8.12" 168 | }, 169 | "orig_nbformat": 4 170 | }, 171 | "nbformat": 4, 172 | "nbformat_minor": 2 173 | } 174 | -------------------------------------------------------------------------------- /notebook/neonate_bgpvs.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hufsaim/pvsseg/87d8ff48cec4a96292e133cea9c1912e38227e63/notebook/neonate_bgpvs.png -------------------------------------------------------------------------------- /notebook/neonate_bgpvs_vol.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hufsaim/pvsseg/87d8ff48cec4a96292e133cea9c1912e38227e63/notebook/neonate_bgpvs_vol.png -------------------------------------------------------------------------------- /pvsseg.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hufsaim/pvsseg/87d8ff48cec4a96292e133cea9c1912e38227e63/pvsseg.png --------------------------------------------------------------------------------