SEGMENTING IMAGES FOR A BETTER DIAGNOSIS
HEALTH AND MEDICINE
ORIGINATING TECHNOLOGY/NASA CONTRIBUTION
Originally conceived for use in terrestrial remote
sensing applications, NASA’s Hierarchical Segmentation
(HSEG) software has found its way into a new medical
imaging system, allowing for enhanced detection and
management of medical conditions and diseases.
HSEG
analyzes single band, multispectral, and hyperspectral
imagery data with a resolution up to 8,000 by 8,000
pixels.
The software evaluates each pixel and then
groups pixels with similar imagery data characteristics
into regions (pixels that are not adjacent may still
belong to the same region if they share a similar
spectral value). Similar regions are then combined
to form composite regions. For example, an Earth
satellite image may contain several lakes separated
by land. HSEG will identify each lake as an individual
region and then group all of the lake regions together
into one composite region. This enables users to manipulate image resolution and therefore focus on
data of interest—in this case, the lakes.
The segmentations
fully utilize both spectral and spatial information
from the imagery data. The result is a more accurate
graphical representation of the imagery data with
a fine resolution of detail and minimal distortion.
PARTNERSHIP
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| As an open workstation, Med-Seg™ is composed of a front-end terminal for segmentation
feature extraction, pattern recognition, and
classification of medical images, including computed
tomography scans, positron emission tomography
scans, magnetic resonance imaging, and ultrasound. |
Bartron Medical Imaging, LLC, a small, minority-owned
business based in New Haven, Connecticut, is dedicated
to the development of imaging systems for medical
diagnostic and environmental protection applications.
Founded in 2000, the company set out to create a
product that could differentiate difficult-to-see
details in medical images from a complex matrix background,
in order to improve diagnoses. Obtaining appropriate
data from intricate images presented a hard challenge
to hurdle for Bartron, especially given that none
of the systems available at the time were capable
of consistently generating such information.
In July
2001, Bartron was invited to NASA’s Medical Imaging
Workshop where it attended a presentation on the
HSEG technology, given by NASA’s Goddard Space Flight
Center. Following the presentation, the company realized
that HSEG was the missing piece needed to complete
development of the intended new product, since the NASA software could process
16-bit medical image data to reveal information not normally seen by the human eye, let alone other image-interpreting procedures
or algorithms.
Bartron contacted Goddard’s Office
of Technology Transfer (OTT) with the interest of
exploring commercial application of the HSEG software.
In response, the OTT facilitated meetings between
Bartron and the developer of HSEG, Dr. James Tilton.
With guidance from Tilton, the company conducted
research to understand the HSEG concept and how to
apply it to medical imaging. When it was determined
that the software could be integrated into a medical
imaging system, Goddard issued Bartron a nonexclusive
license for the technology. Goddard also provided
Tilton with $150,000 in funding over 2 years to continue
assistance in improving the technology’s commercialization
potential.
In addition to the Goddard license, Bartron
received licenses for other NASA-developed software
programs it would need to manage the data
for its new imaging system. The California Institute
of Technology/Jet Propulsion Laboratory issued two
licenses to the company to
incorporate pattern-matching software, while Kennedy
Space Center issued three licenses for data-mining
and edge-detection
programs (a technical report issued by Kennedy contends
that edges carry the most important information in
images, and accurate edge detection is vital to perform
advanced image processing and analysis).
PRODUCT OUTCOME
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| Using Med-Seg,™ physicians and health care practitioners can take any unmanipulated
medical image, such as a digitized mammogram,
and segment it to “see” features in the image
that were not previously visible to the naked
eye. |
Bartron’s Med-Seg™ unit incorporating NASA’s HSEG
technology provides improved diagnoses for a wide
range of medical images, including
computed tomography scans, positron emission tomography
scans, magnetic resonance imaging, ultrasound, digitized
X-ray, digitized mammography, dental X-ray, soft
tissue analysis, and moving object analysis; the
technology
is also equipped to evaluate
soft-tissue slides such as Pap smears. Using Med-Seg,
physicians and health care practitioners can take
any unmanipulated medical image and segment it to
“see” features in the image that were not previously
visible to the naked eye. The clinicians can additionally isolate one particular area of interest in an image
to compare it with many other reference
images databased at other health care facilities,
for instance.
As an open workstation, the Med-Seg
system is composed
of a front-end terminal for segmentation feature
extraction, pattern recognition, and classification of the medical images. These images can
be transmitted to Med-Seg via satellite, cable, digital
subscriber line, or
dial-up (for smaller images).
With faster, more precise
identification of medical abnormalities, Med-Seg
aims to reduce pain and suffering, as well as the
costs
associated with exploratory surgery
and late decisions due to delayed diagnostic results
and/or poor image quality. Bartron anticipates that
its technology’s rapid detection of pathogenic organisms
could eventually play a critical role in handling
bioterrorism or battlefield use of biological agents.
Bartron’s
initial strategy for the Med-Seg system is to work
with research institutions and universities to develop
proprietary databases which Bartron will solely own.
The University of Connecticut School of Dental Medicine
made the first purchase of a Med-Seg device in July
2003. It is applying the imaging system to evaluate
jaw X-rays for tooth decay and bone loss. Results so
far show that diagnostic data are much more readily
visible with Med-Seg. In April of this year, the
school reported that its Med-Seg-based approach “appears
to provide dramatic improvement over other approaches
for diagnosing osteoporosis.”
U.S. Food and Drug Administration
approval is being pursued by Bartron for further
developments, including research related to drug
development. Meanwhile, NASA is advancing its HSEG
software to learn more about the region of space
controlled by Earth’s magnetic field. HSEG is helping
to identify and extract magnetospheric radio-echo
and natural plasma-wave signals recorded by the Radio
Plasma Imager on the NASA Imager for Magnetopause-to-Aurora
Global Exploration mission.
Back on Earth, HSEG continues
to provide valuable segmentation of remotely sensed
imagery, such as pictures taken from the orbiting
Landsat satellite. The altered
imagery leads to improvements in monitoring agricultural
crops, identifying population densities and areas
with rapid expansion, traffic congestion, roadways,
resource planning, and global change.
Med-Seg™ is
a trademark of Bartron Medical Imaging, LLC.
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