000041804 000__ 02044cam\a22002535i\4500
000041804 001__ 41804
000041804 003__ SzGeWIPO
000041804 005__ 20240708145759.0
000041804 008__ 200615s2020\\\\sz\\\\\\r\\\\\000\0\eng\d
000041804 022__ $$a2314-4939
000041804 040__ $$aSzGeWIPO$$beng$$erda
000041804 041__ $$aeng
000041804 1001_ $$aLiu,  YangYang
000041804 1001_ $$aWang, ZhiQiang
000041804 1001_ $$aWang, Kang
000041804 1001_ $$aQian, ZhiYu
000041804 1001_ $$aGao, Yang
000041804 1001_ $$aLi, WeiTao
000041804 24503 $$aSparse Representation for Different Animal Vertebra Classification along the Fixation Trajectory of Pedicle Screw
000041804 264_1 $$aLondon, United Kingdom :$$bHindawi,$$c2020.
000041804 300__ $$a8 pages
000041804 336__ $$atext$$btxt$$2rdacontent
000041804 337__ $$aunmediated$$bn$$2rdamedia
000041804 338__ $$avolume$$bnc$$2rdacarrier
000041804 500__ $$aThis resource was extracted from the Directory of Open Access Journals (DOAJ)
000041804 520__ $$aPedicle screw (PS) implantation is an ideal method for the treatment of severe multilevel vertebral instability. The key problem is the accuracy of PS fixation. In this paper, the spectrum of different tissues along the fixation trajectory of PS is studied to tackle the accuracy problem. Fresh porcine vertebrae, bovine vertebrae, and ovine vertebrae were measured by using the near-infrared spectrum (NIRs) device to obtain the reflected spectrum from these vertebrae. Along the fixation trajectory of PS, the classification method based on the sparse representation-based classifier (SRC) was applied to different vertebral tissues (cortical bones and cancellous bones). Considering the large amount of spectral data, sparse preserving projection (SPP) was applied to improve the performance of SRC. The proposed method based on the SPP method for dimensionality reduction and the SRC method for tissue recognition was first used in vertebrae classification and showed superior performance compared with other classification methods, such as SVM and 1NN. The results gained from this project are vital significant to the development of hi-tech medical instruments with independent intellectual property rights.
000041804 525__ $$aPublished in : Journal of Spectroscopy, (2020).
000041804 650_0 $$aScience
000041804 650_0 $$aPhysics$$xOptics$$xLight
000041804 85641 $$uhttps://doaj.org/article/210479c09f2a49bebd90c744be44429f$$yView this resource
000041804 904__ $$aJournal article
000041804 980__ $$aBIB