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Created September 17, 2019 16:47
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3d resnet for nifti images in fastai
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3D Resnet for NIfTI images\n",
"\n",
"Showcase a simple 3D resnet—built in pytorch and fastai—for MR image synthesis, which is the task of taking a specific MR image contrast and making it look like another MR image contrast (e.g., T1-weighted to FLAIR)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup notebook"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from pathlib import PosixPath\n",
"import os\n",
"import sys\n",
"\n",
"import fastai.vision as faiv\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import torch\n",
"from torch import nn\n",
"import torchvision"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Support in-notebook plotting"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Report versions"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"numpy version: 1.15.4\n",
"matplotlib version: 3.0.2\n",
"fastai version: 1.0.39\n",
"pytorch version: 1.0.0\n",
"torchvision version: 0.2.1\n"
]
}
],
"source": [
"print('numpy version: {}'.format(np.__version__))\n",
"from matplotlib import __version__ as mplver\n",
"print('matplotlib version: {}'.format(mplver))\n",
"print(f'fastai version: {faiv.__version__}')\n",
"print(f'pytorch version: {torch.__version__}')\n",
"print(f'torchvision version: {torchvision.__version__}')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"python version: 3.7.1\n"
]
}
],
"source": [
"pv = sys.version_info\n",
"print('python version: {}.{}.{}'.format(pv.major, pv.minor, pv.micro))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reload packages where content for package development"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Check GPU"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Thu Jan 3 12:51:33 2019 \n",
"+-----------------------------------------------------------------------------+\n",
"| NVIDIA-SMI 396.54 Driver Version: 396.54 |\n",
"|-------------------------------+----------------------+----------------------+\n",
"| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n",
"| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n",
"|===============================+======================+======================|\n",
"| 0 Tesla M40 24GB Off | 00000000:02:00.0 Off | 0 |\n",
"| N/A 28C P8 17W / 250W | 11MiB / 22945MiB | 0% Default |\n",
"+-------------------------------+----------------------+----------------------+\n",
"| 1 Tesla M40 24GB Off | 00000000:03:00.0 Off | 0 |\n",
"| N/A 32C P8 17W / 250W | 11MiB / 22945MiB | 0% Default |\n",
"+-------------------------------+----------------------+----------------------+\n",
" \n",
"+-----------------------------------------------------------------------------+\n",
"| Processes: GPU Memory |\n",
"| GPU PID Type Process name Usage |\n",
"|=============================================================================|\n",
"| No running processes found |\n",
"+-----------------------------------------------------------------------------+\n"
]
}
],
"source": [
"!nvidia-smi"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define test images"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"data_dir = PosixPath('/iacl/pg19/jacobr/zs/blog/')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"KKI2009-20-MPRAGE_zscore.nii.gz KKI2009-27-MPRAGE_zscore.nii.gz\n",
"KKI2009-21-MPRAGE_zscore.nii.gz KKI2009-29-MPRAGE_zscore.nii.gz\n",
"KKI2009-22-MPRAGE_zscore.nii.gz KKI2009-40-MPRAGE_zscore.nii.gz\n",
"KKI2009-24-MPRAGE_zscore.nii.gz KKI2009-41-MPRAGE_zscore.nii.gz\n",
"KKI2009-25-MPRAGE_zscore.nii.gz KKI2009-42-MPRAGE_zscore.nii.gz\n",
"KKI2009-26-MPRAGE_zscore.nii.gz\n"
]
}
],
"source": [
"!ls {data_dir/'t1/train'}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test 3d fastai transforms"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"cuda\n"
]
}
],
"source": [
"dev = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
"print(dev)\n",
"device = torch.device(dev)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"import nibabel as nib\n",
"\n",
"\n",
"def open_nii(fn:str) -> faiv.Image:\n",
" \"\"\" Return fastai `Image` object created from NIfTI image in file `fn`.\"\"\"\n",
" x = nib.load(str(fn)).get_data()\n",
" return faiv.Image(torch.Tensor(x))\n",
"\n",
" \n",
"class NiftiItemList(faiv.ImageItemList):\n",
" \"\"\" custom item list for nifti files \"\"\"\n",
" def open(self, fn:faiv.PathOrStr)->faiv.Image: return open_nii(fn)\n",
"\n",
" \n",
"class NiftiNiftiList(NiftiItemList):\n",
" \"\"\" item list suitable for synthesis tasks \"\"\"\n",
" _label_cls = NiftiItemList"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"from functools import singledispatch\n",
"\n",
"@faiv.TfmPixel\n",
"@singledispatch\n",
"def crop(x, pct, axis:int) -> torch.Tensor:\n",
" \"\"\"\" crop a 3d image along an axis \"\"\"\n",
" s = x.shape\n",
" i0, i1 = int(s[axis]*pct[0]), int(s[axis]*pct[1])\n",
" return x[np.newaxis,i0:i1,:,:].contiguous() if axis == 0 else \\\n",
" x[np.newaxis,:,i0:i1,:].contiguous() if axis == 1 else \\\n",
" x[np.newaxis,:,:,i0:i1].contiguous()\n",
"\n",
"tfms = [crop(pct=(0.20,0.80),axis=2)]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def get_y_fn(x):\n",
" parent = 'train' if 'train' in str(x) else 'valid'\n",
" fn = data_dir/'flair'/parent/f'{str(x.stem)[:10]}-FLAIR_reg_zscore.nii.gz'\n",
" return fn"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"idb = (NiftiNiftiList.from_folder(data_dir/'t1', extensions=('.gz'))\n",
" .split_by_folder()\n",
" .label_from_func(get_y_fn)\n",
" .transform((tfms,tfms), tfm_y=True)\n",
" .databunch(bs=2))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"spectral_norm = nn.utils.spectral_norm\n",
"weight_norm = nn.utils.weight_norm"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"def conv3d(ni:int, nf:int, ks:int=3, stride:int=1, pad:int=1, norm='batch'):\n",
" bias = not norm == 'batch'\n",
" conv = faiv.init_default(nn.Conv3d(ni,nf,ks,stride,pad,bias=bias))\n",
" conv = spectral_norm(conv) if norm == 'spectral' else \\\n",
" weight_norm(conv) if norm == 'weight' else conv\n",
" layers = [conv]\n",
" layers += [nn.ReLU(inplace=True)] # use inplace due to memory constraints\n",
" layers += [nn.BatchNorm3d(nf)] if norm == 'batch' else []\n",
" return nn.Sequential(*layers)\n",
"\n",
"def res3d_block(ni, nf, ks=3, norm='batch', dense=False):\n",
" \"\"\" 3d Resnet block of `nf` features \"\"\"\n",
" return faiv.SequentialEx(conv3d(ni, nf, ks, pad=ks//2, norm=norm),\n",
" conv3d(nf, nf, ks, pad=ks//2, norm=norm),\n",
" faiv.MergeLayer(dense))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"norm = 'batch'\n",
"layers = ([res3d_block(1,15,7,norm=norm,dense=True)] +\n",
" [res3d_block(16,16,norm=norm) for _ in range(4)] +\n",
" [conv3d(16,1,ks=1,pad=0,norm=None)])\n",
"model = nn.Sequential(*layers)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"loss = nn.MSELoss()\n",
"learner = faiv.Learner(idb, model, loss_func=loss)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
}
],
"source": [
"learner.lr_find(num_it=50)\n",
"learner.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 3:36:44 <p><table style='width:300px; margin-bottom:10px'>\n",
" <tr>\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <th>1.626134</th>\n",
" <th>0.717183</th>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>1.209787</th>\n",
" <th>0.706559</th>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <th>1.014005</th>\n",
" <th>0.675807</th>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <th>0.902402</th>\n",
" <th>0.639397</th>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <th>0.826438</th>\n",
" <th>0.677543</th>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <th>0.768815</th>\n",
" <th>0.646400</th>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <th>0.723306</th>\n",
" <th>0.657138</th>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <th>0.689584</th>\n",
" <th>0.888098</th>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <th>0.660112</th>\n",
" <th>0.718608</th>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <th>0.640162</th>\n",
" <th>0.586548</th>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <th>0.623497</th>\n",
" <th>0.624218</th>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <th>0.606652</th>\n",
" <th>0.525309</th>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <th>0.590163</th>\n",
" <th>0.632344</th>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <th>0.576321</th>\n",
" <th>0.543100</th>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <th>0.565003</th>\n",
" <th>0.574600</th>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <th>0.555771</th>\n",
" <th>0.521884</th>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <th>0.546644</th>\n",
" <th>0.833132</th>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <th>0.540892</th>\n",
" <th>0.667426</th>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <th>0.536418</th>\n",
" <th>1.121620</th>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <th>0.531980</th>\n",
" <th>1.295221</th>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <th>0.525822</th>\n",
" <th>1.168827</th>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <th>0.517676</th>\n",
" <th>0.479367</th>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <th>0.511407</th>\n",
" <th>0.531983</th>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <th>0.505855</th>\n",
" <th>0.480099</th>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <th>0.499813</th>\n",
" <th>0.534779</th>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <th>0.492547</th>\n",
" <th>0.545909</th>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <th>0.486357</th>\n",
" <th>0.612363</th>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <th>0.482153</th>\n",
" <th>0.454708</th>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <th>0.476633</th>\n",
" <th>0.597723</th>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <th>0.471887</th>\n",
" <th>0.598259</th>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <th>0.469454</th>\n",
" <th>0.633815</th>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <th>0.466655</th>\n",
" <th>0.484067</th>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <th>0.461408</th>\n",
" <th>0.566282</th>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <th>0.454736</th>\n",
" <th>0.533734</th>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <th>0.450344</th>\n",
" <th>0.475311</th>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <th>0.447882</th>\n",
" <th>0.569890</th>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <th>0.444179</th>\n",
" <th>0.624154</th>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <th>0.444034</th>\n",
" <th>0.751465</th>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <th>0.443096</th>\n",
" <th>0.515025</th>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <th>0.439492</th>\n",
" <th>0.469929</th>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <th>0.436208</th>\n",
" <th>0.434505</th>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <th>0.432940</th>\n",
" <th>0.432327</th>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <th>0.429206</th>\n",
" <th>0.423704</th>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <th>0.424807</th>\n",
" <th>0.414768</th>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <th>0.419453</th>\n",
" <th>0.439060</th>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <th>0.415468</th>\n",
" <th>0.413525</th>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <th>0.410099</th>\n",
" <th>0.416840</th>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <th>0.405724</th>\n",
" <th>0.405314</th>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <th>0.401803</th>\n",
" <th>0.446054</th>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <th>0.397422</th>\n",
" <th>0.417251</th>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <th>0.393300</th>\n",
" <th>0.427032</th>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <th>0.390211</th>\n",
" <th>0.482145</th>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <th>0.387707</th>\n",
" <th>0.398383</th>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <th>0.384359</th>\n",
" <th>0.407789</th>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <th>0.382120</th>\n",
" <th>0.498587</th>\n",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
" <th>0.379317</th>\n",
" <th>0.398915</th>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <th>0.377551</th>\n",
" <th>0.390387</th>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <th>0.374351</th>\n",
" <th>0.393330</th>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <th>0.370720</th>\n",
" <th>0.393716</th>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <th>0.368153</th>\n",
" <th>0.386991</th>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <th>0.366070</th>\n",
" <th>0.374463</th>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <th>0.363586</th>\n",
" <th>0.399881</th>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <th>0.361705</th>\n",
" <th>0.376201</th>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <th>0.359122</th>\n",
" <th>0.379452</th>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <th>0.357344</th>\n",
" <th>0.404680</th>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <th>0.355696</th>\n",
" <th>0.372394</th>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <th>0.353458</th>\n",
" <th>0.406953</th>\n",
" </tr>\n",
" <tr>\n",
" <th>68</th>\n",
" <th>0.351903</th>\n",
" <th>0.411071</th>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <th>0.349445</th>\n",
" <th>0.391066</th>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <th>0.348607</th>\n",
" <th>0.371273</th>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <th>0.346937</th>\n",
" <th>0.374092</th>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <th>0.345092</th>\n",
" <th>0.369752</th>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <th>0.344296</th>\n",
" <th>0.369881</th>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <th>0.342566</th>\n",
" <th>0.367897</th>\n",
" </tr>\n",
" <tr>\n",
" <th>75</th>\n",
" <th>0.340336</th>\n",
" <th>0.372588</th>\n",
" </tr>\n",
" <tr>\n",
" <th>76</th>\n",
" <th>0.339304</th>\n",
" <th>0.381993</th>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <th>0.337429</th>\n",
" <th>0.404921</th>\n",
" </tr>\n",
" <tr>\n",
" <th>78</th>\n",
" <th>0.336967</th>\n",
" <th>0.368794</th>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <th>0.335238</th>\n",
" <th>0.393927</th>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <th>0.334824</th>\n",
" <th>0.370238</th>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <th>0.333511</th>\n",
" <th>0.400015</th>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <th>0.331918</th>\n",
" <th>0.366955</th>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <th>0.330290</th>\n",
" <th>0.366379</th>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <th>0.329549</th>\n",
" <th>0.385348</th>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <th>0.328735</th>\n",
" <th>0.361374</th>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <th>0.327901</th>\n",
" <th>0.364950</th>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <th>0.328000</th>\n",
" <th>0.367197</th>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <th>0.327162</th>\n",
" <th>0.359711</th>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <th>0.326404</th>\n",
" <th>0.361960</th>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <th>0.325041</th>\n",
" <th>0.358708</th>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <th>0.324648</th>\n",
" <th>0.360368</th>\n",
" </tr>\n",
" <tr>\n",
" <th>92</th>\n",
" <th>0.323696</th>\n",
" <th>0.360453</th>\n",
" </tr>\n",
" <tr>\n",
" <th>93</th>\n",
" <th>0.323285</th>\n",
" <th>0.358685</th>\n",
" </tr>\n",
" <tr>\n",
" <th>94</th>\n",
" <th>0.321750</th>\n",
" <th>0.357828</th>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <th>0.321404</th>\n",
" <th>0.357338</th>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <th>0.320532</th>\n",
" <th>0.357547</th>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <th>0.320772</th>\n",
" <th>0.357742</th>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <th>0.320467</th>\n",
" <th>0.357825</th>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <th>0.319309</th>\n",
" <th>0.357854</th>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <th>0.318576</th>\n",
" <th>0.358211</th>\n",
" </tr>\n",
"</table>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cbs = [faiv.callbacks.CSVLogger(learner, 'history')]\n",
"\n",
"learner.fit_one_cycle(100, 1e-2, callbacks=cbs)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"learner.save('test')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"import nibabel as nib"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"obj = nib.load(str(data_dir/'t1/test/KKI2009-11-MPRAGE_zscore.nii.gz'))\n",
"test = torch.Tensor(obj.get_data()).to(device)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"res = learner.model.forward(test[None,None,...]).cpu().detach().numpy()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,8));\n",
"plt.imshow(np.rot90(np.squeeze(res)[:,:,150],3),cmap='gray');\n",
"plt.axis('off');"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"nib.Nifti1Image(res,obj.affine,obj.header).to_filename('test.nii.gz')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"KKI2009-11-FLAIR_reg_zscore.nii.gz KKI2009-19-FLAIR_reg_zscore.nii.gz\n",
"KKI2009-17-FLAIR_reg_zscore.nii.gz\n"
]
}
],
"source": [
"!ls {data_dir/'flair/test'}"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"flair = nib.load(str(data_dir/'flair/test/KKI2009-11-FLAIR_reg_zscore.nii.gz'))"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x864 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"i = 150\n",
"def imp(data,ax,i,v,t=''): ax.imshow(np.rot90(data[:,:,i],3),cmap='gray',vmin=v[0],vmax=v[1]); ax.axis('off'); ax.set_title(t);\n",
"fig, (ax1,ax2,ax3) = plt.subplots(1,3,figsize=(16,12))\n",
"imp(obj.get_data(),ax1,i,(None,None),'T1');imp(flair.get_data(),ax2,i,(0,3.5),'FLAIR');imp(res.squeeze(),ax3,i,(0,3.5),'Syn');\n",
"plt.savefig('~/Downloads/blg.png',dpi=200)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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