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dnwjddl authored Jun 4, 2024
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Expand Up @@ -196,6 +196,13 @@ <h4 class="title is-4 has-text-centered">Pipeline</h4>
<p>
The pipeline of <i>CXRL</i>.
Our model employs policy gradient optimization utilizing multi-reward feedback, fine-tuning image generator, and ACE to produce realistic and accurate CXR that corresponds closely to the input report.
<b>Contribution</b>
<br>
<ul>
<li>Our study pioneers in applying RL to text-conditioned medical image synthesis, particularly in CXRs, focusing on detail refinement and input condition control for clinical accuracy.</li>
<li>We advance report-to-CXR generation with an RLCF-based rewarding mechanism, emphasizing posture alignment, pathology accuracy, and consistency between input reports and generated CXRs.</li>
<li>We jointly optimize the image generator and ACE via reward feedback models, ensuring image-text alignment and medical accuracy across varied reports, setting a new benchmark in a report-to-CXR generation.</li>
</ul>
</p>
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