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Expand Up @@ -185,6 +185,7 @@ <h2 class="title is-3 publication-title">SIMBA: Specific Identity Markers for Bo
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<span class="author-block"><sup>*</sup>Denotes equal contribution.</span>
<span class="author-block">Poster at MICCAI 2020</span>
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<h2 class="title is-3 publication-title">Hand Pose Estimation for Pediatric Bone Age Assessment</h2>
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<span class="author-block">Maria Escobar<sup>*1</sup>,</span>
<span class="author-block">Cristina González<sup>*1</sup>,</span>
<span class="author-block">Felipe Torres<sup>1</sup>,</span>
<span class="author-block">Laura Daza<sup>1</sup>,</span>
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<span class="author-block">Gustavo Triana<sup>2</sup>,</span>
<span class="author-block">Pablo Arbeláez<sup>1</sup>,</span>
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<span class="author-block"><sup>1</sup>CINFONIA, Universidad de Los Andes, </span>
<span class="author-block"><sup>2</sup>Fundación Santa Fé de Bogotá </span>
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<div class="is-size-5 publication-authors">
<span class="author-block"><sup>*</sup>Denotes equal contribution.</span>
<span class="author-block">Oral presentation at MICCAI 2019</span>
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<a href="https://link.springer.com/chapter/10.1007/978-3-030-32226-7_59"
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<a href="https://cinfonia.uniandes.edu.co/wp-content/uploads/2021/06/Hand_Pose_Estimation_for_Pediatric_Bone_Age_Assessment.pdf"
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<span>arXiv</span>
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<p>
We present a new experimental framework for the task of Bone Age Assessment (BAA) based on a local
analysis of anatomical Regions Of Interest (ROIs) of hand radiographs. For this purpose, we introduce the
Radiological Hand Pose Estimation (RHPE) Dataset, composed of 6,288 hand radiographs from a
population that is different from the currently available BAA datasets. We provide Bone Age groundtruths
annotated by two expert radiologists as well as bounding boxes and keypoints denoting anatomical ROIs
annotated by multiple trained subjects. In addition to RHPE, we provide bounding boxes and ROIs
annotations for the publicly available BAA dataset by the Radiological Society of North America (RSNA). We propose a new experimental framework with hand detection and hand pose estimation as new tasks
to extract local information for BAA methods. Thanks to its fine-grained and precisely localized
annotations, our dataset will allow to exploit local information to push forward automated BAA
algorithms. Additionally, we conduct experiments with state-of-the-art methods in each of the new tasks.
Our proposed model, named BoNet, leverages local information and significantly outperforms state-of-the-
art methods in BAA. We provide the RHPE dataset with the corresponding annotations, as well as the
trained models, the source code for BoNet and the additional annotations created for the RSNA dataset.
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