Magnetic Resonance Imaging (MRI) is a commonly used medical imaging
modality. The first clinical MRI brain scan was performed in 1980,
and since then many improvements have been made in terms of
resolution and speed. Using a broad range of contrast enhancement
options, MRI can acquire detailed 3-D images with sub-millimeter
image resolution. It offers unique capabilities to image
musculoskeletal abnormalities as well as neurological and other soft
tissue lesions of traumatic, inflammative, degenerative or
neoplastic (abnormal proliferation of cells – e.g. tumor) origin.
Scientists at Philips Research have developed software that makes
MRI scanners easy to operate, while also shortening the scanning
time and increasing the reproducibility of the images obtained. This
will reduce the time a patient has to spend in the scanner, as well
as leading to better images and improve hospital efficiency.
As part of an MRI scan, radiology technicians first perform a
low-resolution survey scan that allows them to locate the organ of
interest in the patient’s body and plan a detailed scan. It’s a
time-consuming process that needs to be done by a highly skilled
operator if the detailed scan is to produce the right image for
accurate diagnosis of the patient’s condition. The SmartExam system
developed by scientists at Philips Research automates the scan
planning process, allowing less skilled operators to achieve the
same high quality images as highly experienced radiologists. The
Philips system learns from an expert radiologist or technician and
then automatically applies the acquired knowledge to subsequent scan
planning. Improved scan planning leads to better images that are
easier to compare with healthy anatomy or a patient history, thereby
leading to more reliable diagnoses and improved patient outcomes.
SmartExam also speeds up the scan planning process, allowing
radiology departments to shorten the examination time per patient
and reduce operating costs.
SmartExam allows diagnosing clinicians to train the system to
produce exactly the type of image they want. Alternatively, a
radiology department can have their SmartExam system trained by
specialists from all over the world, thereby raising the quality of
their MRI scans towards a gold standard.
Whichever approach is adopted, SmartExam achieves the desired
objective of generating reproducible high-quality MRI scans
irrespective of the operator. Scans will always cover the right
volume of tissue and show it from the correct angle. The SmartExam
system can even annotate images with additional information, such as
anatomical landmarks, for post-processing purposes. The expert
knowledge and decision making techniques built into SmartExam are
designed to be highly rugged to variations between patients, even
those that have severe anatomical abnormalities or who have suffered
severe trauma.
SmartExam is currently available for scans of the brain and knee.
However, scientists at Philips Research are currently extending it
to include scans of the spine and the heart. Between them, these
scans make up the vast majority of the MRI scans currently performed
by hospitals. Philips Research is currently looking at the
possibility of applying the technology to other types of imaging and
of incorporating patient-specific data from other imaging modalities
into SmartExam’s decision making processes – for example, using data
from molecular imaging to zoom in onto tumors. It is also examining
the possibility of optimizing SmartExam’s scan planning for
subsequent input to computer aided diagnostic systems.
Navigation via landmarks
SmartExam uses image recognition techniques to automatically
identify landmarks in the human anatomy, such as the contours of the
skull or the division between the two halves of the brain, so that
it can correctly orient MRI scans. The geometrical positioning of
these landmarks is derived from a sample set of scans – for example,
scans of male, female, young and old people’s brains – to produce a
mean model of the appropriate body part anatomy. These mean models
are then integrated into the system.
To train SmartExam, an experienced radiologist or technician
performs a survey scan to plan a patient’s MRI scan in the
conventional way. The expert knowledge represented by her/his
selected plan geometry (the selected boundaries and orientation of
the scan) is then stored in the SmartExam system’s plan database.
During subsequent automated scan planning, the SmartExam system
automatically identifies the appropriate landmarks in the patient
and compares them to its mean model in order to accurately determine
the patient’s position and orientation in the scanner – for example,
the angle of their head or the flexion of their knee. It then refers
to its stored plan database in order to select and orient the
required scan. If necessary, the selected plan can be further
refined by the radiologist and added back into the plan database.
The SmartExam scan planning process
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