Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Automatic Segmentation of Left Ventricle in Cardiac Magnetic Resonance
  Images   Segmentation of the left ventricle in cardiac magnetic resonance imaging MRI
scans enables cardiologists to calculate the volume of the left ventricle and
subsequently its ejection fraction. The ejection fraction is a measurement that
expresses the percentage of blood leaving the heart with each contraction.
Cardiologists often use ejection fraction to determine one's cardiac function.
We propose multiscale template matching technique for detection and an
elliptical active disc for automated segmentation of the left ventricle in MR
images. The elliptical active disc optimizes the local energy function with
respect to its five free parameters which define the disc. Gradient descent is
used to minimize the energy function along with Green's theorem to optimize the
computation expenses. We report validations on 320 scans containing 5,273
annotated slices which are publicly available through the Multi-Centre,
Multi-Vendor, and Multi-Disease Cardiac Segmentation (M&Ms) Challenge. We
achieved successful localization of the left ventricle in 89.63% of the cases
and a Dice coefficient of 0.873 on diastole slices and 0.770 on systole slices.
The proposed technique is based on traditional image processing techniques with
a performance on par with the deep learning techniques.

18
The categories of this paper are: econ
3
The categories of this paper are: physics
30
The categories of this paper are: q-alg
37
The categories of this paper are: supr-con
4
The categories of this paper are: cond-mat
10
The categories of this paper are: q-bio
29
The categories of this paper are: funct-an
2
The categories of this paper are: math
9
The categories of this paper are: nlin
25
The categories of this paper are: patt-sol
33
The categories of this paper are: plasm-ph
0
The categories of this paper are: hep-ph
28
The categories of this paper are: alg-geom
34
The categories of this paper are: chem-ph
6
The categories of this paper are: astro-ph
32
The categories of this paper are: atom-ph