Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Implementation of Convolutional Neural Network Architecture on 3D
  Multiparametric Magnetic Resonance Imaging for Prostate Cancer Diagnosis   Prostate cancer is one of the most common causes of cancer deaths in men.
There is a growing demand for noninvasively and accurately diagnostic methods
that facilitate the current standard prostate cancer risk assessment in
clinical practice. Still, developing computer-aided classification tools in
prostate cancer diagnostics from multiparametric magnetic resonance images
continues to be a challenge. In this work, we propose a novel deep learning
approach for automatic classification of prostate lesions in the corresponding
magnetic resonance images by constructing a two-stage multimodal multi-stream
convolutional neural network (CNN)-based architecture framework. Without
implementing sophisticated image preprocessing steps or third-party software,
our framework achieved the classification performance with the area under a
Receiver Operating Characteristic (ROC) curve value of 0.87. The result
outperformed most of the submitted methods and shared the highest value
reported by the PROSTATEx Challenge organizer. Our proposed CNN-based framework
reflects the potential of assisting medical image interpretation in prostate
cancer and reducing unnecessary biopsies.

0
The categories of this paper are: hep-ph
27
The categories of this paper are: comp-gas
7
The categories of this paper are: hep-th
13
The categories of this paper are: quant-ph
28
The categories of this paper are: alg-geom
29
The categories of this paper are: funct-an
14
The categories of this paper are: math-ph
23
The categories of this paper are: solv-int
37
The categories of this paper are: supr-con
16
The categories of this paper are: stat
17
The categories of this paper are: q-fin
26
The categories of this paper are: bayes-an
2
The categories of this paper are: math
20
The categories of this paper are: acc-phys
25
The categories of this paper are: patt-sol
12
The categories of this paper are: nucl-th