SIMBA: Specific Identity Markers for Bone Age Assessment

Collaboration with Dr. Gustavo Triana, Radiology Department, Fundación Santa Fe de Bogotá
*Both authors contributed equally to this work
Bone Age Assessment (BAA) is a task performed by radiologists to diagnose abnormal growth in a child. In manual approaches, radiologists take into account different identity markers when calculating bone age, i.e., chronological age and gender. However, the current automated Bone Age Assessment methods do not completely exploit the information present in the patient's metadata. With this lack of available methods as motivation, we present SIMBA: Specific Identity Markers for Bone Age Assessment.
SIMBA is a novel approach for the task of BAA based on the use of identity markers.For this purpose, we build upon the state-of-the-art model, fusing the information present in the identity markers with the visual features created from the original hand radiograph. We then use this robust representation to estimate the patient's relative bone age: the difference between chronological age and bone age.
We validate SIMBA on the Radiological Hand Pose Estimation dataset and find that it outperforms previous state-of-the-art methods. SIMBA sets a trend of a new wave of Computer-aided Diagnosis methods that incorporate all of the data that is available regarding a patient. To promote further research in this area and ensure reproducibility we will provide the source code as well as the pre-trained models of SIMBA.

Publications

SIMBA: Specific Identity Markers for Bone Age Assessment

C. González*, M. Escobar*, L. Daza, F. Torres, G Triana and P. Arbeláez

23rd International Medical Image Computing and Computer Assisted Intervention (MICCAI), 2020

Method

Results

Table 1. Comparison of our method against the state-of-the-art methods, as reported on [3], on the RHPE test set. Our method SIMBA significantly outperforms the state-of-the-art-methods.

Method


  • 16 bit
  • BoNet

  • SIMBA (Ours)

    MAD


  • 8.57
  • 7.60

  • 5.47

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    Citation

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