Deep-learning based 3D reconstruction of lower limb bones from biplanar radiographs for preoperative osteotomy planning.

Tabitha Arn RothMoritz JokeitReto SutterLazaros VlachopoulosSandro F FucenteseFabio CarrilloJess G SnedekerHooman EsfandiariPhilipp Fürnstahl

Published in: International journal of computer assisted radiology and surgery (2024)

We contribute a novel framework for the 2D-3D reconstruction of bone models from biplanar standing EOS radiographs and successfully use them in automated clinical-grade preoperative planning of high tibial osteotomies. However, achieving precise reconstruction and automated measurement of tibial slope remains a significant challenge.

Keyphrases

deep learning
lower limb
total knee arthroplasty
machine learning
patients undergoing
high throughput
convolutional neural network
bone mineral density