Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Automated Generation of Accurate \& Fluent Medical X-ray Reports   Our paper focuses on automating the generation of medical reports from chest
X-ray image inputs, a critical yet time-consuming task for radiologists. Unlike
existing medical re-port generation efforts that tend to produce human-readable
reports, we aim to generate medical reports that are both fluent and clinically
accurate. This is achieved by our fully differentiable and end-to-end paradigm
containing three complementary modules: taking the chest X-ray images and
clinical his-tory document of patients as inputs, our classification module
produces an internal check-list of disease-related topics, referred to as
enriched disease embedding; the embedding representation is then passed to our
transformer-based generator, giving rise to the medical reports; meanwhile, our
generator also pro-duces the weighted embedding representation, which is fed to
our interpreter to ensure consistency with respect to disease-related
topics.Our approach achieved promising results on commonly-used metrics
concerning language fluency and clinical accuracy. Moreover, noticeable
performance gains are consistently ob-served when additional input information
is available, such as the clinical document and extra scans of different views.

22
The categories of this paper are: chao-dyn
31
The categories of this paper are: ao-sci
19
The categories of this paper are: eess
25
The categories of this paper are: patt-sol
11
The categories of this paper are: hep-lat
5
The categories of this paper are: gr-qc
32
The categories of this paper are: atom-ph
30
The categories of this paper are: q-alg
12
The categories of this paper are: nucl-th
2
The categories of this paper are: math
27
The categories of this paper are: comp-gas
36
The categories of this paper are: cmp-lg
21
The categories of this paper are: adap-org
0
The categories of this paper are: hep-ph
16
The categories of this paper are: stat
37
The categories of this paper are: supr-con