The BoneXpert method for automated determination of skeletal maturity
| Autor: | K.D. Pedersen, Anders Juul, Hans Henrik Thodberg, Sven Kreiborg |
|---|---|
| Rok vydání: | 2009 |
| Předmět: |
Male
Models Anatomic medicine.medical_specialty Adolescent Radiography Bone and Bones Age Determination by Skeleton medicine Image Processing Computer-Assisted Humans Electrical and Electronic Engineering Greulich pyle Child Orthodontics Bone morphology Principal Component Analysis Bone Development Radiological and Ultrasound Technology Anthropometry business.industry Ulna Reproducibility of Results Bone age Skeletal maturity Hand Reconstruction method Computer Science Applications Active appearance model Surgery medicine.anatomical_structure Child Preschool Arm Computer-Aided Design Female business Software |
| Zdroj: | IEEE transactions on medical imaging. 28(1) |
| ISSN: | 1558-254X |
| Popis: | Bone age rating is associated with a considerable variability from the human interpretation, and this is the motivation for presenting a new method for automated determination of bone age (skeletal maturity). The method, called BoneXpert, reconstructs, from radiographs of the hand, the borders of 15 bones automatically and then computes ldquointrinsicrdquo bone ages for each of 13 bones (radius, ulna, and 11 short bones). Finally, it transforms the intrinsic bone ages into Greulich Pyle (GP) or Tanner Whitehouse (TW) bone age. The bone reconstruction method automatically rejects images with abnormal bone morphology or very poor image quality. From the methodological point of view, BoneXpert contains the following innovations: 1) a generative model (active appearance model) for the bone reconstruction; 2) the prediction of bone age from shape, intensity, and texture scores derived from principal component analysis; 3) the consensus bone age concept that defines bone age of each bone as the best estimate of the bone age of the other bones in the hand; 4) a common bone age model for males and females; and 5) the unified modelling of TW and GP bone age. BoneXpert is developed on 1559 images. It is validated on the Greulich Pyle atlas in the age range 2-17 years yielding an SD of 0.42 years [0.37; 0.47] 95% conf, and on 84 clinical TW-rated images yielding an SD of 0.80 years [0.68; 0.93] 95% conf. The precision of the GP bone age determination (its ability to yield the same result on a repeated radiograph) is inferred under suitable assumptions from six longitudinal series of radiographs. The result is an SD on a single determination of 0.17 years [0.13; 0.21] 95% conf. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
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