diff --git a/T2_mapping_interactive_figures.ipynb b/T2_mapping_interactive_figures.ipynb
index f0179b6..16b6da2 100644
--- a/T2_mapping_interactive_figures.ipynb
+++ b/T2_mapping_interactive_figures.ipynb
@@ -7,6 +7,15 @@
"# T2-mapping interactive figures"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "For matlab engine to connect, the following command first needs to be run in the matlab terminal : \n",
+ "\n",
+ " matlab.engine.shareEngine\n"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 1,
@@ -16,6 +25,7 @@
"import os\n",
"import numpy as np\n",
"import matlab.engine\n",
+ "\n",
"eng = matlab.engine.connect_matlab()"
]
},
@@ -35,7 +45,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -63,1817 +73,9 @@
},
{
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+ "outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import chart_studio.plotly as py\n",
@@ -337631,41 +1293,355 @@
"iplot(fig, filename='ir_fig_2.html', config=config)\n"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 6. QSM data example"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "##### 6.1 Get data from Matlab simulation code"
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 39,
"metadata": {},
- "outputs": [
- {
- "ename": "AttributeError",
- "evalue": "'list' object has no attribute 'Mask'",
- "output_type": "error",
- "traceback": [
- "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)",
- "Cell \u001b[1;32mIn[27], line 5\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mplotly\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mgraph_objs\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mgo\u001b[39;00m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;66;03m# Sample mask visualization\u001b[39;00m\n\u001b[0;32m 4\u001b[0m mask_trace \u001b[38;5;241m=\u001b[39m go\u001b[38;5;241m.\u001b[39mHeatmap(\n\u001b[1;32m----> 5\u001b[0m z\u001b[38;5;241m=\u001b[39m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mMask\u001b[49m,\n\u001b[0;32m 6\u001b[0m colorscale\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGray\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 7\u001b[0m showscale\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[0;32m 8\u001b[0m )\n\u001b[0;32m 10\u001b[0m layout \u001b[38;5;241m=\u001b[39m go\u001b[38;5;241m.\u001b[39mLayout(\n\u001b[0;32m 11\u001b[0m title\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMask Visualization\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 12\u001b[0m xaxis\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mdict\u001b[39m(title\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mX Axis\u001b[39m\u001b[38;5;124m'\u001b[39m),\n\u001b[0;32m 13\u001b[0m yaxis\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mdict\u001b[39m(title\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mY Axis\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 14\u001b[0m )\n\u001b[0;32m 16\u001b[0m fig \u001b[38;5;241m=\u001b[39m go\u001b[38;5;241m.\u001b[39mFigure(data\u001b[38;5;241m=\u001b[39m[mask_trace], layout\u001b[38;5;241m=\u001b[39mlayout)\n",
- "\u001b[1;31mAttributeError\u001b[0m: 'list' object has no attribute 'Mask'"
- ]
- }
- ],
+ "outputs": [],
"source": [
+ "# Get MATLAB data\n",
+ "\n",
+ "# Get magnitude and phase data\n",
+ "magnitude_data = np.array(eng.workspace['MagnGRE'])\n",
+ "phase_data = np.array(eng.workspace['PhaseGRE'])\n",
+ "\n",
+ "# Output QSM data\n",
+ "QSM_chiSBM = np.array(eng.workspace['QSM_chiSBM'])\n",
+ "QSM_chiL2M = np.array(eng.workspace['QSM_chiL2M'])\n",
+ "QSM_chiSB = np.array(eng.workspace['QSM_chiSB'])\n",
+ "QSM_chiL2 = np.array(eng.workspace['QSM_chiL2'])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "##### 6.1 Plot"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import chart_studio.plotly as py\n",
"import plotly.graph_objs as go\n",
+ "import numpy as np\n",
+ "from chart_studio.plotly import plot\n",
+ "from IPython.display import display, HTML\n",
+ "from plotly import tools\n",
+ "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n",
"\n",
- "# Sample mask visualization\n",
- "mask_trace = go.Heatmap(\n",
- " z=data.Mask,\n",
- " colorscale='Gray',\n",
- " showscale=False\n",
- ")\n",
+ "config = {'showLink': False, 'displayModeBar': False}\n",
"\n",
- "layout = go.Layout(\n",
- " title='Mask Visualization',\n",
- " xaxis=dict(title='X Axis'),\n",
- " yaxis=dict(title='Y Axis')\n",
+ "xAxis = np.arange(0, QSM_chiSBM.shape[1])\n",
+ "yAxis = np.arange(0, QSM_chiSBM.shape[0])\n",
+ "\n",
+ "# Input magnitude and phase\n",
+ "trace1 = go.Heatmap(x=xAxis,\n",
+ " y=yAxis,\n",
+ " z=np.flipud(magnitude_data[:, :, 105]), \n",
+ " colorscale='Gray',\n",
+ " showscale=False,\n",
+ " visible=True, \n",
+ " name='Magnitude')\n",
+ "\n",
+ "trace2 = go.Heatmap(x=xAxis,\n",
+ " y=yAxis,\n",
+ " z=np.flipud(phase_data[:, :, 105]),\n",
+ " colorscale='Gray',\n",
+ " showscale=False,\n",
+ " visible=False,\n",
+ " name='Phase')\n",
+ "\n",
+ "# Output QSM maps\n",
+ "trace3 = go.Heatmap(x=xAxis,\n",
+ " y=yAxis,\n",
+ " z=np.flipud(QSM_chiSBM[:, :, 105]),\n",
+ " colorscale='Gray',\n",
+ " visible=True,\n",
+ " xaxis='x2', \n",
+ " yaxis='y2',\n",
+ " name='chiSBM',\n",
+ " zmin=-0.1,\n",
+ " zmax=0.1)\n",
+ "\n",
+ "trace4 = go.Heatmap(x=xAxis,\n",
+ " y=yAxis,\n",
+ " z=np.flipud(QSM_chiL2M[:, :, 105]),\n",
+ " colorscale='Gray',\n",
+ " xaxis='x2',\n",
+ " yaxis='y2',\n",
+ " visible=False,\n",
+ " name='chiL2M',\n",
+ " zmin=-0.1,\n",
+ " zmax=0.1)\n",
+ "\n",
+ "trace5 = go.Heatmap(x=xAxis,\n",
+ " y=yAxis,\n",
+ " z=np.flipud(QSM_chiSB[:, :, 105]),\n",
+ " colorscale='Gray',\n",
+ " xaxis='x2',\n",
+ " yaxis='y2',\n",
+ " visible=False,\n",
+ " name='chiSB',\n",
+ " zmin=-0.1,\n",
+ " zmax=0.1)\n",
+ "\n",
+ "trace6 = go.Heatmap(x=xAxis,\n",
+ " y=yAxis,\n",
+ " z=np.flipud(QSM_chiL2[:, :, 105]),\n",
+ " colorscale='Gray',\n",
+ " xaxis='x2',\n",
+ " yaxis='y2',\n",
+ " visible=False,\n",
+ " name='chiL2',\n",
+ " zmin=-0.1,\n",
+ " zmax=0.1)\n",
+ "\n",
+ "data = [trace1, trace2, trace3, trace4, trace5, trace6]\n",
+ "\n",
+ "updatemenus = [\n",
+ " dict(\n",
+ " active=0,\n",
+ " x=0.1,\n",
+ " xanchor='left',\n",
+ " y=-0.15,\n",
+ " yanchor='bottom',\n",
+ " direction='up',\n",
+ " font=dict(family='Times New Roman', size=16),\n",
+ " buttons=[\n",
+ " dict(label='Magnitude',\n",
+ " method='update',\n",
+ " args=[{'visible': [True, False, trace3['visible'], trace4['visible'], trace5['visible'], trace6['visible']]}]),\n",
+ " dict(label='Phase',\n",
+ " method='update',\n",
+ " args=[{'visible': [False, True, trace3['visible'], trace4['visible'], trace5['visible'], trace6['visible']]}]),\n",
+ " ],\n",
+ " ),\n",
+ " dict(\n",
+ " x=0.67,\n",
+ " xanchor='left',\n",
+ " y=-0.15,\n",
+ " yanchor='bottom',\n",
+ " direction='up',\n",
+ " font=dict(family='Times New Roman', size=16),\n",
+ " buttons=[\n",
+ " dict(label='chiSBM',\n",
+ " method='update',\n",
+ " args=[{'visible': [trace1['visible'], trace2['visible'], True, False, False, False]},\n",
+ " {'annotations': [\n",
+ " dict(\n",
+ " x=0.15,\n",
+ " y=1.15,\n",
+ " showarrow=False,\n",
+ " text='GRE Data',\n",
+ " font=dict(family='Times New Roman', size=22),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " dict(\n",
+ " x=1.02,\n",
+ " y=1.34,\n",
+ " showarrow=False,\n",
+ " text='QSM Map Using
Split-Bregman Method With
Magnitude Weighting',\n",
+ " font=dict(family='Times New Roman', size=22),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " dict(\n",
+ " x=1.13,\n",
+ " y=1.15,\n",
+ " showarrow=False,\n",
+ " text='ppm',\n",
+ " font=dict(family='Times New Roman', size=22),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " ]}]),\n",
+ " dict(label='chiL2M',\n",
+ " method='update',\n",
+ " args=[{'visible': [trace1['visible'], trace2['visible'], False, True, False, False]},\n",
+ " {'annotations': [\n",
+ " dict(\n",
+ " x=0.15,\n",
+ " y=1.15,\n",
+ " showarrow=False,\n",
+ " text='GRE Data',\n",
+ " font=dict(family='Times New Roman', size=22),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " dict(\n",
+ " x=0.97,\n",
+ " y=1.34,\n",
+ " showarrow=False,\n",
+ " text='QSM Map Using
L2 Regularization With
Magnitude Weighting',\n",
+ " font=dict(family='Times New Roman', size=22),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " dict(\n",
+ " x=1.13,\n",
+ " y=1.15,\n",
+ " showarrow=False,\n",
+ " text='ppm',\n",
+ " font=dict(family='Times New Roman', size=22),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " ]}]),\n",
+ " dict(label='chiSB',\n",
+ " method='update',\n",
+ " args=[{'visible': [trace1['visible'], trace2['visible'], False, False, True, False]},\n",
+ " {'annotations': [\n",
+ " dict(\n",
+ " x=0.15,\n",
+ " y=1.15,\n",
+ " showarrow=False,\n",
+ " text='GRE Data',\n",
+ " font=dict(family='Times New Roman', size=22),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " dict(\n",
+ " x=1.05,\n",
+ " y=1.34,\n",
+ " showarrow=False,\n",
+ " text='QSM Map Using
Split-Bregman Method Without
Magnitude Weighting',\n",
+ " font=dict(family='Times New Roman', size=22),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " dict(\n",
+ " x=1.13,\n",
+ " y=1.15,\n",
+ " showarrow=False,\n",
+ " text='ppm',\n",
+ " font=dict(family='Times New Roman', size=22),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " ]}]),\n",
+ " dict(label='chiL2',\n",
+ " method='update',\n",
+ " args=[{'visible': [trace1['visible'], trace2['visible'], False, False, False, True]},\n",
+ " {'annotations': [\n",
+ " dict(\n",
+ " x=0.15,\n",
+ " y=1.15,\n",
+ " showarrow=False,\n",
+ " text='GRE Data',\n",
+ " font=dict(family='Times New Roman', size=22),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " dict(\n",
+ " x=1.00,\n",
+ " y=1.34,\n",
+ " showarrow=False,\n",
+ " text='QSM Map Using
L2 Regularization Without
Magnitude Weighting',\n",
+ " font=dict(family='Times New Roman', size=22),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " dict(\n",
+ " x=1.13,\n",
+ " y=1.15,\n",
+ " showarrow=False,\n",
+ " text='ppm',\n",
+ " font=dict(family='Times New Roman', size=22),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " ]}])\n",
+ " \n",
+ " ],\n",
+ " ),\n",
+ "]\n",
+ "\n",
+ "layout = dict(\n",
+ " width=660,\n",
+ " height=448.5,\n",
+ " margin=dict(\n",
+ " t=90,\n",
+ " r=140,\n",
+ " b=90,\n",
+ " l=30),\n",
+ " annotations=[\n",
+ " dict(\n",
+ " x=0.15,\n",
+ " y=1.15,\n",
+ " showarrow=False,\n",
+ " text='GRE Data',\n",
+ " font=dict(\n",
+ " family='Times New Roman',\n",
+ " size=22\n",
+ " ),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " dict(\n",
+ " x=1.02,\n",
+ " y=1.34,\n",
+ " showarrow=False,\n",
+ " text='QSM Map Using
Split-Bregman Method With
Magnitude Weighting', # Default title, will change with dropdown selection\n",
+ " font=dict(\n",
+ " family='Times New Roman',\n",
+ " size=22\n",
+ " ),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " dict(\n",
+ " x=1.13,\n",
+ " y=1.15,\n",
+ " showarrow=False,\n",
+ " text='ppm',\n",
+ " font=dict(\n",
+ " family='Times New Roman',\n",
+ " size=22\n",
+ " ),\n",
+ " xref='paper',\n",
+ " yref='paper'\n",
+ " ),\n",
+ " ],\n",
+ " xaxis=dict(range=[0, xAxis[-1]], autorange=False,\n",
+ " showgrid=False, zeroline=False, showticklabels=False,\n",
+ " ticks='', domain=[0, 0.5]), # First plot domain\n",
+ " yaxis=dict(range=[0, yAxis[-1]], autorange=False,\n",
+ " showgrid=False, zeroline=False, showticklabels=False,\n",
+ " ticks='', domain=[0, 1]),\n",
+ " xaxis2=dict(range=[0, xAxis[-1]], autorange=False,\n",
+ " showgrid=False, zeroline=False, showticklabels=False,\n",
+ " ticks='', domain=[0.5, 1]), # Second plot domain\n",
+ " yaxis2=dict(range=[0, yAxis[-1]], autorange=False,\n",
+ " showgrid=False, zeroline=False, showticklabels=False,\n",
+ " ticks='', domain=[0, 1], anchor='x2'),\n",
+ " showlegend=False,\n",
+ " autosize=False,\n",
+ " updatemenus=updatemenus\n",
")\n",
"\n",
- "fig = go.Figure(data=[mask_trace], layout=layout)\n",
- "fig.show()\n"
+ "fig = dict(data=data, layout=layout)\n",
+ "\n",
+ "iplot(fig, filename='ir_fig_2.html', config=config)"
]
}
],
@@ -337685,7 +1661,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.8.10"
+ "version": "3.8.0"
}
},
"nbformat": 4,
diff --git a/example_data/qsm_sb/FitResults/FitResults.mat b/example_data/qsm_sb/FitResults/FitResults.mat
new file mode 100644
index 0000000..c0abd30
Binary files /dev/null and b/example_data/qsm_sb/FitResults/FitResults.mat differ
diff --git a/example_data/qsm_sb/MagnGRE.mat b/example_data/qsm_sb/MagnGRE.mat
new file mode 100644
index 0000000..f3f0543
Binary files /dev/null and b/example_data/qsm_sb/MagnGRE.mat differ
diff --git a/example_data/qsm_sb/Mask.mat b/example_data/qsm_sb/Mask.mat
new file mode 100755
index 0000000..f97817f
Binary files /dev/null and b/example_data/qsm_sb/Mask.mat differ
diff --git a/example_data/qsm_sb/PhaseGRE.mat b/example_data/qsm_sb/PhaseGRE.mat
new file mode 100755
index 0000000..1b513b6
Binary files /dev/null and b/example_data/qsm_sb/PhaseGRE.mat differ
diff --git a/qsm_map.m b/qsm_map.m
new file mode 100644
index 0000000..561bc4a
--- /dev/null
+++ b/qsm_map.m
@@ -0,0 +1,49 @@
+%% Requirements
+% qMRLab must be installed: git clone https://www.github.com/qMRLab/qMRLab.git
+% The mooc chapter branch must be checked out: git checkout mooc-03-T2
+% qMRLab must be added to the path inside the MATLAB session: startup
+% The QSM dataset needs to be downloaded from: https://osf.io/9d8kz
+
+% Define the model
+Model = qsm_sb;
+
+% Define protocol
+xDim = 0.6;
+yDim = 0.6;
+zDim = 0.6;
+Model.Prot.Resolution.Mat = [xDim yDim zDim];
+TE = 0.0081;
+Model.Prot.Timing.Mat = [TE];
+
+% Load data into environment (phase, magnitude and mask)
+data = struct();
+
+load('example_data/qsm_sb/PhaseGRE.mat');
+load('example_data/qsm_sb/MagnGRE.mat');
+load('example_data/qsm_sb/Mask.mat');
+
+data.PhaseGRE = double(PhaseGRE);
+data.MagnGRE = double(MagnGRE);
+data.Mask = double(Mask);
+
+%% QSM data fitting with magnitude weighing (chiSBM and chiL2M)
+% Parameters
+Model.options.MagnitudeWeighting = true;
+
+% Fit data
+FitResults_with_MW = FitData(data, Model, 0);
+
+% Display results for chiSB
+QSM_chiSBM = squeeze(FitResults_with_MW.chiSBM.*data.Mask);
+QSM_chiL2M = squeeze(FitResults_with_MW.chiL2M.*data.Mask);
+
+%% QSM data fitting without magnitude weighing (chiSB and chiL2)
+% Parameters
+Model.options.MagnitudeWeighting = false;
+
+% Fit data
+FitResults_without_MW = FitData(data, Model, 0);
+
+% Results
+QSM_chiSB = squeeze(FitResults_without_MW.chiSB.*data.Mask);
+QSM_chiL2 = squeeze(FitResults_without_MW.chiL2.*data.Mask);