Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: VinDr-PCXR: An open, large-scale chest radiograph dataset for
  interpretation of common thoracic diseases in children   Computer-aided diagnosis systems in adult chest radiography (CXR) have
recently achieved great success thanks to the availability of large-scale,
annotated datasets and the advent of high-performance supervised learning
algorithms. However, the development of diagnostic models for detecting and
diagnosing pediatric diseases in CXR scans is undertaken due to the lack of
high-quality physician-annotated datasets. To overcome this challenge, we
introduce and release VinDr-PCXR, a new pediatric CXR dataset of 9,125 studies
retrospectively collected from a major pediatric hospital in Vietnam between
2020 and 2021. Each scan was manually annotated by a pediatric radiologist who
has more than ten years of experience. The dataset was labeled for the presence
of 36 critical findings and 15 diseases. In particular, each abnormal finding
was identified via a rectangle bounding box on the image. To the best of our
knowledge, this is the first and largest pediatric CXR dataset containing
lesion-level annotations and image-level labels for the detection of multiple
findings and diseases. For algorithm development, the dataset was divided into
a training set of 7,728 and a test set of 1,397. To encourage new advances in
pediatric CXR interpretation using data-driven approaches, we provide a
detailed description of the VinDr-PCXR data sample and make the dataset
publicly available on https://physionet.org/.

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The categories of this paper are: nucl-th
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The categories of this paper are: hep-th
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The categories of this paper are: patt-sol
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The categories of this paper are: math-ph
16
The categories of this paper are: stat
0
The categories of this paper are: hep-ph
5
The categories of this paper are: gr-qc
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The categories of this paper are: econ
4
The categories of this paper are: cond-mat
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The categories of this paper are: plasm-ph
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The categories of this paper are: quant-ph
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The categories of this paper are: dg-ga
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The categories of this paper are: supr-con
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The categories of this paper are: bayes-an
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The categories of this paper are: funct-an
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The categories of this paper are: q-fin