title: [Preliminary application of an improved Demons deformable registration algorithm in tumor radiotherapy].
abstract: OBJECTIVE
  To validate the efficiency of an improved Demons deformable registration algorithm and evaluate its application in registration of the treatment image and the planning image in image-guided radiotherapy (IGRT).
  
  
  METHODS
  Based on Brox's gradient constancy assumption and Malis's efficient second-order minimization algorithm, a grey value gradient similarity term was added into the original energy function, and a formula was derived to calculate the update of transformation field. The limited Broyden-Fletcher-Goldfarb-Shanno (L-BFGS) algorithm was used to optimize the energy function for automatic determination of the iteration number. The proposed algorithm was validated using mathematically deformed images, physically deformed phantom images and clinical tumor images.
  
  
  RESULTS
  Compared with the original Additive Demons algorithm, the improved Demons algorithm achieved a higher precision and a faster convergence speed.
  
  
  CONCLUSIONS
  Due to the influence of different scanning conditions in fractionated radiation, the density range of the treatment image and the planning image may be different. The improved Demons algorithm can achieve faster and more accurate radiotherapy.
authors.affiliation: School of Biomedical Engineering, Southern Medical University, Guangzhou, China. zhoulu6105189@126.com
authors.forename: Lu
authors.initials: L
authors.lastname: Zhou
authors.forename: Xin
authors.initials: X
authors.lastname: Zhen
authors.forename: Wenting
authors.initials: W
authors.lastname: Lu
authors.forename: Jianhong
authors.initials: J
authors.lastname: Dou
authors.forename: Linghong
authors.initials: L
authors.lastname: Zhou
mesh_terms: D000465:Algorithms; D006801:Humans; D008113:Liver Neoplasms / Q000532:radiotherapy*; D011879:Radiotherapy Dosage; D011880:Radiotherapy Planning, Computer-Assisted / Q000379:methods*; D020266:Radiotherapy, Conformal / Q000379:methods*; D061089:Radiotherapy, Image-Guided / Q000379:methods*