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@rtrhd
Created August 7, 2013 08:44
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{
"metadata": {
"name": "01_Image_Times"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Image times from DICOM Headers"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In order to match up the logging of physiological data with MR images we need accurate times for the images. The most obvious candidate for this is the standard tag `AcquisitionTime`.\n",
"\n",
"First some boiler plate:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from __future__ import division, print_function\n",
"\n",
"import os\n",
"import dicom as pdcm\n",
"from glob import glob\n",
"from os.path import join as pjoin\n",
"import datetime"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll look at frames from an ungated real time acquisition. The DICOM `AcquisitionTime` will be in the form `hhMMss.nnnnnn` and seems in this case to be rounded to the nearest millisecond. This first set of images were acquired without cardiac triggering and with multiple acquisitions. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def acq_datetime_from_dicom(dobj):\n",
" return datetime.datetime.strptime(\n",
" dobj.AcquisitionDate + dobj.AcquisitionTime,\n",
" '%Y%m%d%H%M%S.%f'\n",
" )\n",
"\n",
"frames = sorted(\n",
" [pdcm.read_file(file_) for file_ in glob(pjoin('data', 'suction1', '*.dcm'))],\n",
" key=acq_datetime_from_dicom\n",
")\n",
"acq_times = [acq_datetime_from_dicom(frame) for frame in frames]\n",
"plot(acq_times)\n",
"xlabel('Frame No.')\n",
"ylabel('Frame Time')\n",
"title('Frame Time using AcquisitionTime');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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69LS0NCxYsAAXLlzAqVOnmpxeQl1ZACgoKMCUKVNw584dDBw4EElJSWjXrp1K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\nRU5ErkJggg==\n"
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This doesn't increase smoothly from frame to frame but steps at every acquisition boundary. However, there is a Siemens private tag `TimeAfterStart` = `(0x0019, 0x1016)` which is in decimal seconds."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"frames = sorted(\n",
" [pdcm.read_file(file_) for file_ in glob(pjoin('data', 'suction1', '*.dcm'))],\n",
" key=acq_datetime_from_dicom\n",
")\n",
"start_time = acq_datetime_from_dicom(frames[0])\n",
"TimeAfterStart = 0x0019, 0x1016\n",
"delays = sorted(\n",
" datetime.timedelta(seconds=float(frame[TimeAfterStart].value))\n",
" for frame in frames\n",
")\n",
"times = [start_time + delay for delay in delays]\n",
"plot(times)\n",
"xlabel('Frame No.')\n",
"ylabel('Frame Time')\n",
"title('Frame Time using TimeAfterStart');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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aSlGtIC0kt45pwoQJ8PX1RXp6OrhcLrZs2YLY2FhwuVxcunQJgYGBGDFiBICn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\nsYLChYkxxlhB+QuEBrQjv7N75gAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This does seem to increase smoothly. We'll check this by looking at the frame to frame intervals based on that tag:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"delays_secs = [delay.seconds + delay.microseconds/1E6 for delay in delays]\n",
"plot(diff(delays_secs))\n",
"xlabel('Frame No.')\n",
"ylabel('Interval (seconds)')\n",
"title('Frame to Frame Intervals');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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r9dbi16e6wqoZv/3efs+8gU8OXsDAAFe82s9XcF5C/Jv3UwYyr9/Ff8d0QPtW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\nAABJRU5ErkJggg==\n"
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are still glitches which are probably due to a 200 odd ms delay between acquisitions. However, this is probably an accurate representation of the times."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can compare the various times available, starting with the images in the *natural* ordering (acquisition number, instancenumber). NB we haven't included the standard `TriggerDelay` tag here as this is not present for an untriggered sequence."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#\n",
"# Have a look at the different times:\n",
"#\n",
"\n",
"figure(figsize=(17,8))\n",
"\n",
"# We'll load in a 'natural' order based in the acquisition and image numbers\n",
"frames = sorted(\n",
" [pdcm.read_file(f) for f in glob(pjoin('data', 'suction1', '*.dcm'))],\n",
" key=lambda x: (int(x.AcquisitionNumber), int(x.InstanceNumber))\n",
")\n",
"\n",
"#\n",
"# Check the ordering makes sense\n",
"#\n",
"subplot(2,2,1)\n",
"plot([int(frame.AcquisitionNumber) for frame in frames], label='Acquisition No.')\n",
"hold(True)\n",
"plot([int(frame.InstanceNumber) for frame in frames], label='Instance No.')\n",
"\n",
"legend()\n",
"title('Acquisition/Instance Number')\n",
"xlabel('Frame')\n",
"ylabel('Acquisition/Instance Number')\n",
"\n",
"#\n",
"# Show the various times\n",
"#\n",
"subplot(2,2,2)\n",
"acquisition_times = [\n",
" datetime.datetime.strptime(frame.AcquisitionDate + frame.AcquisitionTime,\n",
" '%Y%m%d%H%M%S.%f')\n",
" for frame in frames\n",
"]\n",
"plot(acquisition_times, label='Acquisition Time')\n",
"\n",
"hold(True)\n",
"creation_times = [\n",
" datetime.datetime.strptime(frame.InstanceCreationDate + frame.InstanceCreationTime,\n",
" '%Y%m%d%H%M%S.%f')\n",
" for frame in frames\n",
"]\n",
"plot(creation_times, label='Instance Time')\n",
"\n",
"start_time = acquisition_times[0]\n",
"TimeAfterStart = 0x0019, 0x1016\n",
"times_after_start = [datetime.timedelta(seconds=float(frame[TimeAfterStart].value)) for frame in frames]\n",
"plot([start_time + time_after_start for time_after_start in times_after_start], label='Time After Start')\n",
"\n",
"legend()\n",
"title('Acquisition/Instance/AfterStart Time')\n",
"xlabel('Frame')\n",
"ylabel('Acquisition/Instance/AfterStart Time')\n",
"\n",
"#\n",
"# Show the acquisition glitches\n",
"#\n",
"subplot(2,2,3)\n",
"plot(diff([float(frame[TimeAfterStart].value) for frame in frames])[:200]*1000)\n",
"title('Interframe interval from TimeAfterStart (0x0019, 0x1016)')\n",
"xlabel('Frame')\n",
"ylabel('Interval (milli-seconds)')\n",
"\n",
"\n",
"#\n",
"# Show the timing errors at the start of each acquisition, that is the difference in time\n",
"# reported in the AcquisitionTime field and that calculated using the 'TimeAfterStart'\n",
"#\n",
"first_frames = [frame for frame in frames if int(frame.InstanceNumber) == 1]\n",
"\n",
"acq_times = [\n",
" datetime.datetime.strptime(frame.AcquisitionDate + frame.AcquisitionTime, '%Y%m%d%H%M%S.%f')\n",
" for frame in first_frames\n",
"]\n",
"after_times = [\n",
" datetime.timedelta(seconds=isecs, milliseconds=1000*fsecs)\n",
" for (fsecs, isecs) in [modf(float(frame[TimeAfterStart].value)) for frame in first_frames]\n",
"]\n",
"\n",
"acq_times_from_after_times = [start_time + after_time - after_times[0] for after_time in after_times]\n",
"acq_time_errors = [\n",
" (a - b).seconds + 1e-6*(a - b).microseconds\n",
" for (a, b) in zip(acq_times_from_after_times, acq_times)\n",
"]\n",
"\n",
"subplot(2,2,4)\n",
"plot(1000 * array(acq_time_errors))\n",
"title('Timing Mismatch at start')\n",
"xlabel('Acquisition')\n",
"ylabel('ms');\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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S+A1DAAjy8/MhFov1zv0hsTJBqx8WwKSZA3JycljpIZdK0er7eRCamrCWAQA2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ychShwFwrJ1ShCmiRKMCd7OylCAAZ1kQT+UJIdepD9ERIGEL+AkYcPycs5JFmrCOgLi/SlN7YM2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34O7uDgBYvnw5oqKicOjQoRfTaQaDwWAwGBVgPgGD8WphoGsFGAyGcDiOw65du9CpUyd+n0Qi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l272Lp1K5s3b2bVqlXO31AhhBDiMrJu3TomT57MwoULWbt2reP1srIy5syZg1arJTw8nLvv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\nhBBCCCGEEG7o/wP3GXl5lqQVCgAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Although there looks to be a slight inconsistency between the 4th and 5th frame, it's only 2.5 ms which is of the order of the ECG raster anyway."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll now do the same for a sequence that was acquired with cardiac triggering *on*, even though we expect the sequence to remain *ungated*. Here we do have the standard tag `TriggerDelay` (in ms). We'll compare this with using the private tag `TimeAfterStart`."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Have a look at the different times:\n",
"# We'll load in a 'natural' order based in the acquisition and image numbers\n",
"frames = sorted(\n",
" [pdcm.read_file(f) for f in glob(pjoin('data', '20130418', 'SER16', '*.dcm'))],\n",
" key=lambda x: (int(x.AcquisitionNumber), int(x.InstanceNumber))\n",
")\n",
"\n",
"figure(figsize=(16,8))\n",
"\n",
"# Check the ordering makes sense\n",
"subplot(2,2,1)\n",
"hold(True)\n",
"plot([int(frame.InstanceNumber) for frame in frames], label='Instance No.')\n",
"legend()\n",
"title('Instance Number')\n",
"xlabel('Frame')\n",
"ylabel('Instance Number')\n",
"\n",
"# Show the various times\n",
"subplot(2,2,2)\n",
"\n",
"# Acquisition Time\n",
"acquisition_times = [\n",
" datetime.datetime.strptime(frame.AcquisitionDate + frame.AcquisitionTime, '%Y%m%d%H%M%S.%f')\n",
" for frame in frames\n",
"]\n",
"plot(range(100), acquisition_times[:100], label='Acquisition')\n",
"\n",
"# Instance Creation Time\n",
"plot(\n",
" range(100, 200),\n",
" [\n",
" datetime.datetime.strptime(frame.InstanceCreationDate + frame.InstanceCreationTime, '%Y%m%d%H%M%S.%f')\n",
" for frame in frames\n",
" ][100:200],\n",
" label='Instance'\n",
")\n",
"\n",
"# Time after Start\n",
"start_time = acquisition_times[0]\n",
"TimeAfterStart = 0x0019, 0x1016\n",
"times_after_start = [datetime.timedelta(seconds=float(frame[TimeAfterStart].value)) for frame in frames]\n",
"plot(\n",
" range(200, 300),\n",
" [start_time + time_after_start - times_after_start[0] for time_after_start in times_after_start][200:300],\n",
" label='TimeAfterStart'\n",
")\n",
"\n",
"# Trigger Delay (in ms)\n",
"trigger_delays = [datetime.timedelta(seconds=float(frame.TriggerTime)/1000) for frame in frames]\n",
"plot(\n",
" range(300, len(trigger_delays)),\n",
" [start_time + trigger_delay - trigger_delays[0] for trigger_delay in trigger_delays][300:],\n",
" label='TriggerDelay'\n",
")\n",
"\n",
"legend()\n",
"title('Acquisition/Instance/After/Trigger Time')\n",
"xlabel('Frame')\n",
"ylabel('Acquisition/Instance/After/Trigger Time')\n",
"\n",
"# Show the acquisition glitches\n",
"subplot(2,2,3)\n",
"plot(\n",
" diff([float(frame[TimeAfterStart].value) for frame in frames])[:50]*1000,\n",
" label='Interframe Interval'\n",
")\n",
"axhline(\n",
" (float(frames[-1][TimeAfterStart].value) - float(frames[0][TimeAfterStart].value))\n",
" * 1000 / (len(frames)-1),\n",
" color='g', label='Average Interval'\n",
")\n",
"axhline(float(frames[0].RepetitionTime), color='r', label='TR')\n",
"title('Interframe interval based on (0x0019, 0x1016)')\n",
"legend()\n",
"xlabel('Frame')\n",
"ylabel('Interval (milli-seconds)')\n",
"\n",
"\n",
"#\n",
"# Differences between Using Trigger Delays and Times after Start\n",
"#\n",
"subplot(2,2,4)\n",
"times_diff = []\n",
"for (a, b) in zip(times_after_start, trigger_delays):\n",
" delta = a - b - times_after_start[0] + trigger_delays[0]\n",
" times_diff.append(delta.seconds + 1e-6*delta.microseconds)\n",
"plot(asarray(times_diff)*1000)\n",
"title('Differences between Trigger Delays and Times after Start')\n",
"xlabel('Frame')\n",
"ylabel('ms');\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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D4qg/iWH+y7MG740bN9SHVJuZmTFmzBjat29PkyZN6NevH25ubjg6OqoTedSp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ckdR5ZI7UGaOZhqmJxNXrk7eTST+eFpKsoFFSCJ0xZy1zYnE5GfExQ4v8yYoC0SIanG5DK+y0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\n+ZOHZGgOJEd5SIbhJ2IVXtUyZ0a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X8Pv9V32cBEEQBNFdoLWZILompPASRDego3LZa9as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\nXoIgCIIgCIIgCCIi+f+ysQv7fyrksAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Although we now have only a single acquisition number, the acquisition time changes regularly from frame to frame. Indeed, the times from using the `AcquisitionTime`, `TriggerDelay`, and `TimeAfterStart` are all essentally the same. There is a slight jitter in the frame to frame intervals at the granularity of the ECG raster (2.5ms) (62.5 -> 65 ms) but other than that the frames are evenly spaced. Note, however, that the average time between frames is a little longer than the reported TR."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Based on the results above we'll use the `AcquisitionTime` of the first frame and the difference in the values of the Siemens private tag `TimeAfterStart` = `(0x0019, 0x1016)` to get the individual frame times. This should work for both triggered and untriggered scans."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#\n",
"# Images Times\n",
"#\n",
"\n",
"def frame_delay(frame):\n",
" '''\n",
" The delay from the acquisition start for a frame.\n",
" Paramaters\n",
" ----------\n",
" frame : dicom object\n",
" Returns\n",
" -------\n",
" out : a python time delta\n",
" '''\n",
" TimeAfterStart = 0x0019, 0x1016\n",
" return datetime.timedelta(seconds=float(frame[TimeAfterStart].value))\n",
"\n",
"\n",
"def get_frames(dirname):\n",
" '''\n",
" Read frames from dicom image files, sort on the frame delay as a timedelta\n",
"\n",
" Paramaters\n",
" ----------\n",
" dirname : str\n",
" The name of a directory to read dicom files from\n",
" Returns\n",
" -------\n",
" out :\n",
" A list of dicom objects sorted in order of frame time\n",
" '''\n",
" return sorted([pdcm.read_file(f) for f in glob(pjoin(dirname, '*.dcm'))], key=frame_delay)\n",
"\n",
"\n",
"def frame_time_seconds(frames):\n",
" '''\n",
" The times of a list of frames in seconds since midnight. Input assumed sorted in time order.\n",
"\n",
" Paramaters\n",
" ----------\n",
" frames : list of dicom objects\n",
" \n",
" Returns\n",
" -------\n",
" out :\n",
" A list of times as decimal seconds past midnight\n",
" '''\n",
" frame0_datetime = datetime.datetime.strptime(\n",
" frames[0].AcquisitionDate + frames[0].AcquisitionTime, '%Y%m%d%H%M%S.%f'\n",
" )\n",
" frame_datetimes = [frame0_datetime + frame_delay(frame) - frame_delay(frames[0]) for frame in frames]\n",
" return [3600.0 * t.hour + 60.0 * t.minute + t.second + 1e-6 * t.microsecond for t in frame_datetimes]\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import json\n",
"matplotlib.rcParams.update(json.load(open(\"styles/bmh_matplotlibrc.json\")))\n",
"from IPython.core.display import HTML\n",
"HTML(open('styles/custom.css').read())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<style>\n",
" @font-face {\n",
" font-family: \"Computer Modern\";\n",
" src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n",
" }\n",
" div.cell{\n",
" width:1000px;\n",
" margin-left:16% !important;\n",
" margin-right:auto;\n",
" }\n",
" h1 {\n",
" font-family: Helvetica, serif;\n",
" }\n",
" h4{\n",
" margin-top:12px;\n",
" margin-bottom: 3px;\n",
" }\n",
" div.text_cell_render{\n",
" font-family: Computer Modern, \"Helvetica Neue\", Arial, Helvetica, Geneva, sans-serif;\n",
" line-height: 145%;\n",
" font-size: 130%;\n",
" width:1000px;\n",
" margin-left:auto;\n",
" margin-right:auto;\n",
" }\n",
" .CodeMirror{\n",
" font-family: \"Source Code Pro\", source-code-pro,Consolas, monospace;\n",
" }\n",
" .prompt{\n",
" display: None;\n",
" }\n",
" .text_cell_render h5 {\n",
" font-weight: 300;\n",
" font-size: 16pt;\n",
" color: #4057A1;\n",
" font-style: italic;\n",
" margin-bottom: .5em;\n",
" margin-top: 0.5em;\n",
" display: block;\n",
" }\n",
" \n",
" .warning{\n",
" color: rgb( 240, 20, 20 )\n",
" } \n",
"</style>\n",
"<script>\n",
" MathJax.Hub.Config({\n",
" TeX: {\n",
" extensions: [\"AMSmath.js\"]\n",
" },\n",
" tex2jax: {\n",
" inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ],\n",
" displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ]\n",
" },\n",
" displayAlign: 'center', // Change this to 'center' to center equations.\n",
" \"HTML-CSS\": {\n",
" styles: {'.MathJax_Display': {\"margin\": 4}}\n",
" }\n",
" });\n",
"</script>\n"
],
"output_type": "pyout",
"prompt_number": 9,
"text": [
"<IPython.core.display.HTML at 0x16177890>"
]
}
],
"prompt_number": 9
}
],
"metadata": {}
}
]
}
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